{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {
    "executionInfo": {
     "elapsed": 819,
     "status": "ok",
     "timestamp": 1609243467964,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "i7Uc8kt6GJoD"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.signal import remez, firwin\n",
    "from matplotlib import pyplot as plt\n",
    "import math\n",
    "from google.colab import drive\n",
    "from scipy.io import wavfile\n",
    "import copy\n",
    "import wave\n",
    "import contextlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Лабораторная работа 3.4\n",
    "Передаваемые речевые сообщения, занимающие полосу частот 300–3000 Гц, кодируются по следующей схеме: присутствующая в исходном сообщении частота 𝜔1 преобразуется в частоту 𝜔𝑎 − 𝜔1 , где частота 𝜔𝑎 > 3000 Гц известна отправителю и получателю. Рассчитаны физически реализуемые фильтры, выполняющие операции кодирования/декодирования. Проверена работа реализованной процедуры на тестовом файле ’test.wav’"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 305
    },
    "executionInfo": {
     "elapsed": 3245,
     "status": "ok",
     "timestamp": 1609243470425,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "E011XbGhGhkA",
    "outputId": "57a30749-f5b6-4f58-8da6-35437214a3f3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T:  16.944761904761904\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb25746d9b0>]"
      ]
     },
     "execution_count": 171,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
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fbToC5hidKJyhyAHkh6FOAQDIj1vH8y+4c7d+s6dJt2yudWX+QXQ+o87BR6qzGB4b+Xn8YEve82C3J9g2VnYtet+PnizLaB5BKyTnPQsAAAoRhcOAi754R+4Hzr5wW7GDSQAAAICXdA5HTUcAAKSwp75v3u8fWbF19udcRvlxWvvguNYeyL9QAAAAt7g9ukr/mDsdjQEgKAYj+XeUzfeCyf2NA3lnwHxOXcTaNTzh6fK8lmm9sx3UPxAIsa/ds09tg1P7EvfvajT+OU4mbd1b3KAxmo4AcBGFw4CLDjfnPlRXWeuQg0kAAAAAAEDQzJywkHIb5cdpX71nn374RBnDzwIA4LCANV4E4JG564agdWhdWq7FWFNPAhdxAACcVlzXO/vzvcUN2n28b4lHu29rVbeufr5S16w7ZjQHgMJG4TAAAAAAAACAtHpHprpHBb130mAkpps21SiZDPpfAgAAUNjC1LRzJLp0R8Fsn4vdx3vTPyhgrllXaToCXFbakntTLgBw0kQ8YXT545NTyx8OyMX7S22n3LOzXs19Ee/CAMgYhcMAAAAAALjEDnx5HQAUniufrdAtW2q1vabbdBQAAADAFV/59T7TEeax5vRPzrUgvHVgPP2DAI8UVhdwAHDHwFhM16w7pq/eu9d0FAApUDgMYw429eve4gbTMQAACKza7hHTEQAAAGBI93BUVz9fqYSBrrnXvVCl1oHgdgqJxKa6tlz1XIW6R6KG0yBI7DC1PXSIiXUU4Ca3VgN8UgCkwroBXnHqvcb2MuAO6tTNsm1bv9xQpYbeMc+Xva6sQ5squzxfrhMm4gklp78XWvrHtaOmx3AiACeicBjGXHDnHg1EgtFWHwAAP/qnu7k6EwAAIKx+9GSZ7i1u0K4674cgXlPSrEseOez5cp3W0j+unzxdbjoGUND2N/abjgAAAHyG0tLC1RiioeiXqpG2aEcMh7HeNKt9KKrbtx3XhfeVGFn+tx48YGS5+XrqUNu83009fwAWR+EwAABAQNG5CQAAILzi09uCprYIE8mkoSXnZ/fxXm0+9lKnlmSabervry3VZCKYfytgwomFwkm6zhU0K4S9zx470KIfP1WW9vsDAJwQi2e3HQKEnc8AACAASURBVHrTphqXkizu+vVVKW9PJG398IlS/e/jpfrhE6Wq7ko/et5Vz5bTsdYQr7/RTdTV9o1OeL9QH9pc2aXbttaajgEEysx3E+dlF5dqvT4YmdSlazJvPPDjp46qJoPtBQDOoXAYAAAAAAAAQCh85df7snr8k4dadbh50KU0QOH5Bh2EEAJrSlrUNjhuOgYALHDLFu+LAe/Yfjzl7ZXtw1p7oFVPHGzV2gOtGc3rN3uaND6ZcDIeMhSGUribN1MsK0n/9uAB3bDR+4sMAITPvcUN2n28L+PHtw6M6+LVB11MBOBEFA4DADwRp0MTAADAorqGo6YjAAiAB/c0LrjtwvtK1E7xkmMuuGO36QhA4B1uHjAdASgI0QAUz12/vkr3FjeYjgH4WlkrF6E5oa57dN7vQVhHovD8/Z271RvgzsXfe+yI6QhwAJ3ZvfGdRxZ2ym0bHNezR9oMpPG/XN6W68o6nA8CICsUDgMAPNFJMQwAAMCiUhUDAsCJrny2IuXt9+ykYMcptScUJABzWSbGVA6gHz5RZjoCPGKHoj+hOeVtQ6YjpHXH9uO6+vlK0zEAX7vs6aOmIxSEFS9Wzfu9on3YUBIspdALGstah/R4hh20/ejpwxQ8ApmKxFJfoPLdRynAzxSHUAD/o3AYAAAAAAAACJDnStu1s7bXdIyCsKWqW4/sa6b0DQCANCxx5h/hlkzaOtZhrlg1n+Kb27fVeT70N8VCweJUwW+Y9qt4jwPh0DMyoY/+YpvpGIHUM7KwQ/t/rD5gIAmAxVA4DAAAAAAAAATIf61ZOFwickcXOMA9FBoCAPLhp8K8aDx158F0/NCA9ZcbqrW+otN0jFmF3pUWAFA4Nlb65/uzEGyo6ArVRSaA31E4DAAAAACASzgXBqBQbKrs0shE3HQM14wW8N8GAHDX2gMt+ourNiiRzH3jvzdFNy6/sTnFDwPYpy5MvKwodBTHA8jH6ERclxZw0wAaIgD+QeEwAAAAAACGcT4BgN+t3FhtOgKAgGCzJjzoKD3lqmcrNDIR10SO3Uglpbw4h88SUBic2t8vpOMGhfS3IDcmtiCc7mDO+xheYqs7XI53j5qOACAkKBwGAHiCHWgAAAAAyN+Pnzrq+TK3HOtSVeeI58sFEHx0KIXXLKerggD4konvl8r2Yc+XGUaLnUtauHpnGwPemdtB2M+bGr/cUK1bt9SajgEUjD3H+/STp8s9XWZ0MqHzb9/l6TIBhBeFwwAAAAAAuMTPJxMABNOakmbPl/ngnibPlwkAAAD4yYaKTtMRCkYuJb80pykshf5ymryQaeWmGmPLhnsK/TPjV48fbPF8mf1jMc+XCSC8KBwGAAAAAAAAAACO+8qv95mOALiCAjbAnLNu2G46QlYqO4ZV3jakf757r/7k8hdNx8lLImnruher0j5uc2WXPn9r8aL3F9X05J3lgjv35D0PBENV57CWLV+n4trevObDdzeAbJW3DZmOAACuonAYAAAAAADDOHcBIB+xRGLe0KlOS9UsyRIt1QEA4ZDqOzbhQfWRHwucEsnUoeKJpMdJEGYNvWOmI2RtV12v9tT3aSIe7M9KPJlZ/t+WtbucBE7z4VfOrJKGfknSuqPBfF8lk7ZiPvjsT8QTpiMAgVPTNZrydje3fRnBEICXKBwGAHiCjVwAAAAAcMdDe5u1cqO3w5Havj61DPjT0dZwdCty80IGwIQ1JQuHKD7n5iIDScz720U6iJ69cofHSQAAYZPq+9ikTM97Xvb0Ub3dcLfxbdXd+pPL1xvNAOewu2Xe+67eZDoCADiCwmEAgCfYiQEAIHz6RidMRwgMrrFC0E3SZc64xw+6dxJ1YCzm2ryBMDncMmA6AoAcvHC0Y8FtfugcaEJlx3DK25v7Ix4nAbxnGe6OQnMWBIGJc4GZHn906jOU7Wwe3W++4HlnTa/pCHDQaCxuOkLoDUfdew2Gx3l9AXiHwmEAAAAACBGvOsBtqOjUX16zWXuO93myPABmffvhQ6YjwCVPHWpVaUi6pALp0EkXgJcoEgQKR9i2INxYfbFOdJnHb1KnXs6imh795TWbta2q26E5Av73rp9uNB0BLkkm7dCObALADAqHAQAAAACO29/QL0kqb/NnsVlT35gny8m0vihsJxFReDZVdpmOAJfsXuQCkL7R8HQhbh2IKE5XbSBjpjsywj8GI4X/XdHSH9H4ZMKVefvtWgWLcVJghH8+CPlcQNQ2MO5gksLWNpj6ufLbOhH+cKRlUJJ0qDn9yB6jE7l38Zz79usYimoi7s53v5e8OjYKIHNB/qqzHUo/EIlpaHzSkXkBSI/CYQAAAABAqGw51qVP/HJ7yiGHAQCZ6RiKmo7gmf9ZW6oVL1aZjgF4oqE3/wKCmcKqinZ/XkAG77znZ5s8X6aXncHrukf1seu3ebY8AMG1em+T6QiB8ZmbitQzMmE6BnLk5xE6njrU5sh8HtjdqP9aczjwxeyf+OV27arrNR0DQIaqOodNR/DEQGRS7/4/umoDXqFwGAAAAAACqrJ92PcdEHtH/XWyJ55Izp4ooJgFANKjt+CUYk6oIiQ6hvLviDgRT6qma0TNfREHEgH+5cTnJUg6h8Nz0RD8r7Zr1HSEQOgejqorgJ/dofHC71jvO+z4LenEpyfdqEupCqjL24aMFFYPRmJqGUi9XV7bNeJxGuSKj2g4LPU6t/aHa98DgDcoHAYAAACAAKrrHtW5q3bq+g3VpqMs6a6ietMR5lm5qUbr6DQMAAAMCMvJ3taBcX3mpiINRLIbXvRgU/ohpuEvMZ9fxOgUK8MPr5Xjp7wQhjsH3JP6c/XA7kZvY/hALvWGH7h2iz547Rbnw6RhZbrihH/4uHuuH95NSQeen8/fWqxHSprzn1GWPnVjUdpCZwAAEE4UDgMAAABAAM108j3SMpjVdMPRuBtxAqM0y+crX2OxzJ7voA9vCAB+U99DFzrAtEiG20Ez2gfpoIRwSixSjeTn4d4BOMurrsDHOrwZ5tyN9Re1yJCk4ehLF6aNTsSzPi7qpKXek5Zl6WDTwILt4ZpO7zv8+m00OOSGrcJwCOrrPDQ+qaOtjO4IBBGFwwAAAAAQIv/ywH7TEULl0jWHTUcAgFA6e+UO0xEAAABQQNzsoutVV+DP3bLTk+UATppbSHfhfSWzP//nQwe1tarb+0AZ6Bmd0AV37tb/Pl5qOgoAuO7r9+7TWIxRVIAgonAYAAAA8Fh154jqur3vLgBI0uFmhoD2UhlX2gPwSNfwhNpc6NZJZy/gJaUthf+9PhLy0SkAAFgMm8WL21TZNe93p4qsE0lb68s7ZNs2IzW5zPa4z2U2b5He0djsz4ebX+ownM2oYhNxZwva0r3HIxNT29Tlbd50+QbgvYNN3p5n8fPXIOdAgOCicBgAAADw2Dk3F+lTNxaZjgHARyjMA+CEj/5iq+kIQEEraew3HcF1lz7CaAkAAKRiumDHz8cNvvXgAR1y8EL1mSLh+4obdPFDh/Rcabtj84a73PicrNpSm365aRZ83QtVDqUBgCkX3LnbdAQAyBuFwwAAAIBh26q71ToQMR0DcM2uul419I6ZjuFrdM4BwimeSDo6P9uWmvrGVFzb69g8rQD2VusdnTAdAQismMPrJcBrTnW59AN2EYDsRCcZItukofFJx+fZMRSVJPWMsH3vtqY+/xybfvxAi2yHD5S19Jv5+5oNLReAN2LxpNYeaFEy6f6Wu1/3cpxeXwPwFoXDAAAAgGEX3b9fn7mJDsQoXF+9Z5/OumG76RgLBLEYDkBheXBPk+Pz/MQvt+tr9+5zbH5eD1nrhIvu3286ApBaARU0AgDgjcy3RVe86G5HUQpjMufGFg+bUe66Y/txZ2aU4cdkqY/TD54o0wtHO53J4yJWCQDu2F6nHz5R5lhn/CBuaxTXOde8AID3TjEdAAAAAAiTuTv+0cmEHto7VTAUidEVBfBCAI+9Ab7UR0dXRwxEYqYjFKQWRnJAAehn/QD43ubKrnm/TyaTerlOdmz+pmrkimp6DC0ZyE8P+yiuW/ICbJePt+xv7Hd3AfCVkajzHaydlO47erGPgx9HRqjqHFZ9z5jaB8d14YeX6dST6T3oN7Zt6+nDbaZjIIW+0an99mGfr7PcNBqNm44AIA8UDgMAAAAequwYnv35sqeO6ikO+CBHuRbAUjcLwAn/vvqg6QgAUND++9HDOnzlZ0zHALCE35wwcsDqPU265Ky3ZT0fv13c+I37SkxHAOBTJkcjGYyEtygL6fmwHjcwPnvzztmfLcvSv370LQbTIJW555QAAHASlwsBAAAAHrFtW+etKp79naJhOKGkoV8NvWOmY2QkiENt5SvT8xYmT74BueilmxcAuGqgAIpjWgfGTUcAHJFpd8BIzNluW+whAAgsh4o4KQYNIEOv2bNH2j1dXjxp69attZ4u0wtjE3QO9aNYPGk6AnyAfQMAbqBwGAAAAPBIddeI6QgoIHNPnvz9HbvMBclCY1/4ho7nJBcAAAirB3Y3mo4AAIBjMr2IIKzmXRBNdRPScPrj1Nzv/THHjZVdWU/jt6YK/koDAAC8RuEwAAAAsIQDjf36zQknvA829euBXQ1Zzyue4FAc3DESzbwbhMnTXEmfHRz3QqZ/8raqbneDAA7jlLkzVu9tSv+gHN24qSbvk5JD45Nae6DVoUQAWHcuLXxbigiKopqejB5n8SkHCprpgr8QHlJBEDn4Ph2MxPTT5yqcmyFyNjYR10+fq9B4LGE6CpCzkoZ+1+Z9zbpj6hnJf3S227cdX/Q+9jQAuIHCYQAAAGAJ//CrPbrqhAOUF9y5Rz/9baWhRMBCnDvKnF8bBNV0jZqOAGSFblvOGIxMujbvVVtq8z5psXJjtUNpAAAAAISGw7uLFE2H03UvVC05goWfj0sU2nv2rqJ6PbC7Uffvzr6ZCuAXX7prj2vzjsWT+snTR/Oez02baxxIAwCZo3AYAAAAoVPdOaIrnilXMuncEbydtT1ataU25X2JpK0fP3VUGyo6HVsekKsCO26dFx+fXwB8j49POEymGS2hbzT/bioAABQKO8e9rcX2Swqt6AjIDXseM/x+DGNu1/V1ZR2eLHMk6t6FmDBvMpnMa/pYPKn/fbxUbYPjDiXK3I5FRivwW7HzTZsyK1JMTL8WTp5PQeb89r5BagmXPx+LrVcAIB8UDgMAACB0/uWB/Vq9t0ntQ84dNPz6vSW6cZEDbdWdI1pT0qxbt9Y5tjxgLtPDZQYJTxUAOGexbR/TWNfDr3hrLo3T4QAAP6Nwa35x8InmXjwxEc+v4HPBchdZ7IN7mhxdDvwjk49buuOhxXU9euJgqy53oAtooRqOxk1HAJCh1Xv9+Z3HcQ4g2CgcBgAAQGit2lKre3bWz/6+/Mkynbdqp27dUquv37tP5W1Ds/fduqVW37y/RL85YXi03tEJLVu+bsG8DzUP6KL7SxRPOHugHEDhmognTEcAMsc584J3/foqrSlpXvIxnBwAACB/XPACLCX7D8iqLbX6dVF9+gcCLmjqG9Oy5ev0zftLTEcxwuRXWnFt77zfb9gwdaFrPGlrS1W3iUiBc+OmGg1GYqZjAIHhVDHvtupuXbrmsCPzAoBsnGI6AAAAAGDK2gOtkqR/+9hbJUmP7m+RJFW0D0uShsZf6kawcrqj3vbq+cMBPbIvdUHNfz96RM39ESNDoSEc5p5cDsp5ZuoMl1bVMaJ3v/k1pmMAgCTpju3HTUcACg7bQgAAuG9mVIxvffythpMUHtujI1AnLiVIF1jcsDH1MeSwMDkq2jfvL1HdtefO/l7ZMXWMn+Pz2XmutF3f+NAy0zEwB6MNFr6L7t9vOkLOOM4BBBuFwwAAT7BPA8BPTjxY+OCexpTrqbLWoYU3zpGq03B0MqHzVu1Uc39EknTVcxWapOswEFqMZAqgkPl1P491LxBMPl2lABm7fdtx/eCcd5iOAcAlbGIubWbf4OnDrY7NM91zfs/Oel1y1tscW16uvnbPPp33rjfoFaedrN+WtpuOEwhr9zv3PkmnvmfMs2X5xQ+fKNX1//Bu0zEAAIDPUTgMAACA0Lvy2QrH5tXYN6bjcw5GhrW7BAAAAAAAAFAouMAlM997rNSzZQ1EJj1b1lKK63pVXNdrOkagxGi04aq1B1opHC4gFldHAwBccpLpAAAAAEAh+ezNO01HQIH7+bpK/cOdu3PqpvjskTbfdocsVNk837w0AOBfVZ0j+snTR03HAIDAWXugxdPl1XWPero8N/3gCe+K7wA/6hyKak2Jt+uQpdxdVG86giOWLV+nZcvXKTqZMB1lUZ+5qUgbKzpNx0AOxmLOvK8sWXrqUNui9//wiVINR+OL3v/EQe86GgMAnPf+azabjgCEAoXDAABPcDEkAADO+PXOBh1oGshp2qufr3Q4TbCxeQIAyMbD+5pNRwAKGttmhekqB0f4CZvWgXHTEQCjimqzG8WL75HstA06u45x+kL1lRtrXpo3l1qHT5oP9NoDSxcGX/VsuYNhAABe6x2dMB0BCAUKhwEAABAag5GYli1fZzoG4IiOoZdO8NBFOHNzTzZ58bRx8RSAwubPLyC+F+FXbBcAAOCeWDxpOoKrdh/vW/S+WDxZcMc8u0aiuqe4wXSMvLT0R7Rs+TrtrV/8tYPz+sdijnU+xkKHmwe0bPk6He8pnFEeAOSOQ3BAsFE4DAAAgNA43jNmOgLgmMPNg6YjZM2iWgYoGHyaAQBAJugSCcArQ+OTpiO46rH9LYveNxI1/7c7fchnMGL+b8rXnumC4ScOLt0dF86q6hw2HaGgPXukXZK0ozq7rvDIHcfgAABuoXAYAOAJOj4BAOAsvlsBeOm2rbVatnydYvGk6rpHuBgHkvz5XfSDx0sLvmgEKFSXrjmssYm46RhwWHSy8LpgOs1PX6ffe+yI6QgAFuH0uuLO7ccdnqN7rICWzf3wiTJJU4XDD+wKdvdkhMeVz1boimfKZ7ffvnBbsW7fFpz1RSGY6Va+oaJTknT+7bsMJwJS21ffp28/fMh0DAB5oHAYAAAAAALI6c5dth+rv1wQ1JNNgGl37aiXJEXjCe1ZYohcBMNkIlmw6/3H6eYFBFr/WMx0BCDUnj7cZjoCgEU4vf2eSxfcpSK4uXtRCN3rH9zTZDpCoCSSwX/N/WA8lshputV7p96vsXhSZa1Ds7cX6GEE35l5zp890sZnIUAWe6USSbtgX8dNlV2mIwDIU9rCYcuy3mxZ1jbLsioty6qwLOu707f/nmVZmyzLqp3+/7XTt1uWZa2yLKvOsqwyy7Le5/YfAQAAAABhc+KxpvXlnXnN7xfrq/OaHkA4xBO2rni2wnQM5GEykdSZP3lR175wzHQUAAAghp8GnFKYJTlAOP34qaOmIwTe9upu/emV6/Oax9svf9GhNMjVR1ZsTXn7sY5hj5MgVx/7xVa9M8/PIgC4JZOOw3FJ37dt+52S/lrSJZZlvVPScklbbNs+U9KW6d8l6XOSzpz+9++S7nQ8NQAAAABgnq1V+V3d/asdx5Us0CvfAThnIJJ5J8jRibhi8aSLaZCLienX5JF9zYaTBNNwdNJ0BAAAAMB34hxTAnylqKbXdATkaTJhq3M4mvK+o3M6QUtT3aFHJ+JexEKW2oeis8fikJ0BRiQCXJe2cNi27Q7btg9N/zwi6ZikN0o6X9Jvph/2G0l/N/3z+ZIetKfslfQay7Le4HhyAAAAAICjbt1aZzqCp/zW2cvpYUcBN3xy5Y6MH/vnV23QP961x8U0yIcTa5wwrrbe9dONpiMgwCzfbX0AAFC4hsYL64Kvpba9Lcv8Nsb31x4xHQEACsqmysUbhSRP+FL451/v1Z9ftcHtSICn3nv1prxH2gSwtEw6Ds+yLGuZpPdK2ifp9bZtd0zf1Snp9dM/v1FSy5zJWqdvAwAAAAA4xI1irY2V7h6EiU4mXJ1/Juw5pXJRD670p0AIBSODt3IsnlTH0Pi820pbBl0KhFyxVgIAAEAYDBda4bAjl/7N1z44rhGHRtQYi7l3zCeMFyw6KUE3aDjEB9cohEImz/PoRFwt/ZHZRhQHmwZcTgWYUdLQbzoCUNAyLhy2LOtVkp6U9N+2bQ/Pvc+e+jbKaovTsqx/tyzrgGVZB3p6erKZFAAAAABwwi6Y306ipDrA+fV7S7wPsoS7i+pNRwAKytsvf1Efum4rQyMCAAAA8J7Pjos4zY3jPh9esVUfXrHV+Rk7rKZr1HSEvJl8e/5ifZWny4u5fKF+Y+/YkvdzET/C4Jp1x/Sx67dxfNtHwrjm4WICIPgyKhy2LOtUTRUNP2zb9lPTN3dZlvWG6fvfIKl7+vY2SW+eM/mbpm+bx7btu23bfr9t2+8/44wzcs0PAAAQaF3DUfWMTJiOERo9I1HTEYDQSHVCq3eU9d1S/DC0KOCEmq4R0xGQAb9dcBIkFe1Ds119ED7tg+PpHwQgJ2NcfARgjlz2kJNzOqsORGLOhSlgI1H/r3uru4bTPwiLKqrxtolbPOlu4TCdVc3pHI6qb4x1q588sLvRdATAVS0DEQ0V2CgSgJ+kLRy2ps5c3ivpmG3bN8656zlJF07/fKGkZ+fc/g1ryl9LGrJtu8PBzAAAAAXjg9du0V/9fLPpGKFx8UOHTEcAHEO9UuGhCA2F4u/v2G06AjzixnDJQXDeqmI9vK/ZdAwYEoSufEBQXfTAftMRjAjntymQXi6fjdu21c3+/IXbdjkXxucK/TLk8rbgFw4X+mvkpe8/Xrrk/WHdT/XCQ3ub9dvSdtMxMEfHUNTziwOAGV6czthU2aXP3Vzk/oKAkDolg8d8RNLXJR21LOvI9G2XSVohaa1lWf8qqUnSl6bve0HSuZLqJEUkXeRoYgAAAAAAhcMAABhU3UlnbWSPwQWApZU09JuOYEQfI7MAjilrHTIdAQg9jlkC3mrqj5iOALiqfYjRZAG3pC0ctm27WItfBPfJFI+3JV2SZy4AAAAAwBLongEAyIWThYucEAayw2cGQCqfvpEOWgDSYzsCAAAAgJNOMh0AABAOFDcBAOCsDRVdjs/Ti5NQvXTTWhRbS/CreCKpkWg8q2mOdeQ/lGz3cFQHm8LZedApm44t/l3BPhoAAP4QSyRNRwB8iUb987H9Hmy8eig0Q+OTpiMUrGxH4Rgci+W9zGTS1vryTtlcpZKzPfV9Gozk/1oECaMqAcFH4TAAAAAABJAbB2dbPBjW7Eu/2uP6MnyFg2coAHcV1Wc9zedu2Zn3cj9zc5EuuDNk6wyH/eTpcu2s7Zl3m+XgionTSQAAAPCTEwtY9hzvMxPEBdRyAZlxcp8Xi7tlS63pCAXrgd2NWT1+5aaavJf5cEmzLn7ooB4/0Jr3vMIqEkvowvv3m44BAFmhcBgAAAAACoAT54/GYtl1FF1KWdtQytvre8ccWwYAb7QOjBtZ7mCE7jVO6Heg88xiOB0LAIC7xiac20cDwihsnf8AP6DGfXH7GvpV3zNqOgawQOfQ1LG/7pGo4STBVtM5YjoCAGSFwmEAgCe4whcAgHDJdki1gpXF2RK2lgAAKGwM4wkgW5c9fdR0BMCYbIsPbcoVAfjcsY5hnb1yh+kYAAAAkigcBgAAAADAFzjFiTCxbVsP7W3S0CJdhctaBz1OBAAA4D8dQ3R9A7Jx4jU6R1rYr4A/NDAClyf6Rif02P5m0zF8gYspMFdxba9KF/lOHBqf1EN7+dwAQBhROAwA8AQ7qAAAIJToLIgC4EaHzLLWIV3+TLl+8ERpyvu/cNsu5xeKeWx20QAAAOBjTuyG3FVU78BcAGTDNriz+Z1HDuuZI+3Glg/41dfu3afzb099rO3HT5VpaDz1hf0AgMJG4TAAAAAAAG6hMA+QNHXi8I7tdeobnZAkTcSTkqSBSMxkrNCp6x7VmpL0XWQ2VnRmNL9ddb35RgKAeX6147h6p78rAABAZty42DOVsFx8OByd1C2ba7VqS60G2WcNjHjSZjtyDotuBqG2oaJT++r7Mnps/xjrOTdMJpK6eXNN2scd7xn1IA0ApHaK6QAAAAAAAADwLydODh9qHtD166u1v6Ff91/0gfxniJyct2rnbNH2Ui/rv68+mNH82hk+HSgoJrvDzXh4X7NaB8b1m3/huwIAkD2vCmhNKOS/zW+uXXdMj+5vkSRVd43o9q+8z3AiAMjOf0wf12lccZ7hJOG19kCLbt5cm/Zxf3trccbzHBqf1O++/NR8YgHAPHQcBgAAAIAC4ESdh/lSkQLEiT1AkjSZmFrDjMUS8263bemWzbXzums8X8awom6ZKRpO5Z6d9SpvG/IwDRAuj5Y0a2+GHZ/CLhKLm44AhNIA3eYQcD64/gUFYu5+a2Ri8e2SeCKpn6+r9CJSoPBRBPxrQ0WnXjjaMft7XfeI9tb3G0xUWOw5a8CJycWPwRXX9urxA1MXqEROOFaaZgEA4Cg6DgMAAAAAQoMTiUD23OxsNRCJ6abNNVpT0qy9l31SkvSdRw67t0As6pp1xyTRjQZwy/KnjpqOEBhsrwEv8fI6xKspfkMBSBbwdwjfj/6zrbpHv97ZYDqGY+KJpE45mb5zfsLHHk47sRPxl+7aazJOaH3t3n2SpH98/5sNJwEQdmz5AQAAAAAkeXcSyg/DYM94cU6HBQDuiyeS+vFTZeoYGpf00kmwWGLxLhxwR2yJ7sMAACB8ZkaIAPwgkbR1+TPlWU+3qbLLhTSY0TUcNR3BVxJZVqofbBpwKYkzLIeuGjY5+JabFz4HzX27CqeoHbn7ze5GbajoXPT+icksut0iLxPx/J9rm8sJADiMwmEAAAAAgKeyPbHipv98+JDpCECoHGoe1JqSFi1/ks6bAAAA6Xi55+SnCzyBIy2DmuBCt4xZHpVqXvFs9sXceMkFd+42HWFJfA/4D3XQyNdVz1XMdhmGt05co26oKLyLm5y64ASAORQOx1sqHAAAIABJREFUAwAAGJBI2vrWgwdMxwgVJ67mBQqdV8d5TB5Q8nrR2SyO8zPwKzc+NjOfxfqeMRfmjnx8ZMVW0xECgS4vAFD4Eklb77jixaymGY5OupQGQDoHfN7NFe7rHonqn+7ao77RCcfmyVZ/9njOgOCiENQ9qZ7ZD1+3xfMcADAXhcMAAAAGtA+OM3Sex462DpmOAAAA4Httg+OmIwAA4At9oxOKTmbX8XT90cWHgs4FpRsAkLn7ihu1r6Ffjx1oMR0FAAKJzuPeah+Kmo4AIOQoHAYAAAAASJrqeNvuQMHYiherHEhTGBhaFYUg31MG0cmEvnz33rSPu+j+Ei1bvm7B7Z+9uYiRA/LAOR/Aeb0OdrFbyuMUvQCB43RH+n0N/Y7ObzET8YSeL+vwZFkA4HdzC+csSf/ywH49vK/JXCBkzOKSGwScE4W7lz19NO1j7itu0LLl6zQWm3+87YaNNTpIB/+cLbUOKsTDcxSaA8FH4TAAAAAAFACnTlA/dag173n8asfxJe/nED4QLrVdoxk9blt1T8rbqzpH1DpAF1wA/rGhwtmOoov5wRNlnixnBuf8gPwlA/o5auqLmI4AzMNI6fCTrVXd+snT5aZjBIbJbUqnL+ABguiRfc1pH/Oz5ysXvW/Fi8ecjBMqrIMABA2FwwAAT3DyCQAA83pHY6YjGMc2CZC9fM/Z/+1txWkf0z+29PqJugEAABAESXY4AEfwUVqIYmoAQDrfX1ua9zzo3O0MN7rx+m37yGLjBAg8CocBAAAAAAAAAACAPAW14zAA//NbsVBYhOlpD9PfChSqJx0YTRAAEB4UDgMAPHHLllrTEQAAQAZqu0e1bPk6LVu+TknOegNwSSSWyOrxdLCA39CBB3APW6AIMjc6iwFh5OTmf03XiHMzg695PUQ8u6mLMPhVyH4a4AA+Rr7F9w4Ap1E4DADwxNOH20xHAAAAGdhU2TX7c4KT3h7j+YY/+eGgtA8iBJYfXj8AAMKCXSjAf+Ye5wgyVi+Zo3gUAHLHGtQZbjRBYF8DgNMoHAYA/P/s3Xd8HdWZ//HvJaSRzoYkpGycwIaEhJBfloVNAoSUDUlgQ9puyoZNSNuUTSCNdUKH0HvvxWDAgDE27r1bLrItWc3qvfd+Jd3y+0OWLFlX0i0zc6Z83q8XL6xbZh5dzT0zc85zngPAABI4nJdV3m46BMATnGie7t9Y5sBevOc7D2aZDgGYomtgWPN31pgOAwAQINwuw8tijOYDMCHAJ8/nd0+9X7151cGMtplsS+63Jj+Z36e4iQregJ0+c+MG0yHAIkFYieSRLRWmQwCQIRKHAQAAEAgr8ptMhwB4QiR2uEPLrr4tKzqUItGYBZHYKwidg/C/2o5B0yFIogJ6Jmb66GIxPlcA7hONx2mfkBGT1+FRG45d7isQRJwHkKxnsqpt3f6Rh6IX+qPslFXeZjoEwNeaesKmQ1A8zvWnHaKxYJ8/ALgTicMAAAAA4AcW9eUNRezvwMo01NzaLp142UptLmm1JB67/O9z+02HAPjGl27frAN1XabD8J0zb6aSDZAOlr+21/6aLtonZOTKJQXG9v335UWWb/N3z3NfgWAJj0T13YdYkedIXH04Z+JnvWVC39OyAw068bKVKmsZrbrLqoKJxa3qpEwDfxMgc7urOvS3V/JMh+FJM+Vb/+GFXA1nOPZCOjcAq5E4DAAAgEBghjSCLp3KV3Z19KfzfYxEY+obikiS9lR1SJI2F6eeONw9OJLye9K1PK/RsX0BQZBd1Wk6BN9p6B6tZNMTdq5tBJCe7sER26svuumOaax9GhMeiSo8EjUUDbzmmZ32Vp902rIDwbuv6B4coR8nwAaHrW3vW1xQvdHtrP7M/Wp1QbMkqaChx3AkqUm2OTWZ8AvAXZ7fXWs6BF8ajsYyuq+1Y3UTAMFG4jAAAAAC4WBTr+kQZsVAOOx04wrrK1+lK53urd89v1+fuGp1Rvsta+nzRFsAuAnVevwvPBLVJ69ek/b7Cz02aA54UdfAsE69Zo1uX1tsOhRjPnrFKv3zdWtNhwHAAY3dgzr1mjV6cHO56VDgE/OyqrWpuMV0GK72sStXmQ4hbfFpf4AprM4BAInF43H9v2vTv6+9YnG+hdEAAInDAAAARoTIwkECVPeAnZYeaEj5PS09Qxkvn2WVlflNUx5LtRJKRWufVeEAgOf0TlNVeGgks3a+pJkJGYDd2vuHJUkr86ZeDwVJP/dLrkI1WGt0Hvp+47CGrtHqsGsLmw1HAj/ZV+391UtmanXpapb6hiLqHLC3TfV7m23VqZ3KxQCCLhaLj1/THmkwgwJCqwqC3ScAwHokDgMAAAAAEjrrlo26dGGu6TCmYPIFAKTujBvWJ3ycQV3A/cjPhBs9t7vGdAi+8P+opA1MYcct//K8Rus3ClcYm8jy2RvX68XsOlv3ta2szdbte4HbL0sbuxMn6gGAk+5aX6ontldOedztbSiA4CFxGAAAAAACIN2EEzuqPA0MR31VYbuitU/hDCoFAEhOSXOvojH/dLE7XalxwKZ2N6iJx0H9vWEYc6fgInsqO0yHAABJK2/tNx0CbNYTjli2Lb9d6Qdp/n33YOKVdgCkzu9V1u0w1t5uZ6IJAI8gcRgAAAAA4LhfPpOd9nvdtCxyeCSqL96+WRcv2G86FMD3Fuyp1d3rS02HYZmX99U7sh8SXAE/4HsM9+GoBID05NZ2pfdGGl54hIu67QBkYLqVqwAA/kHiMAAAgAEBmuQPwCFe65PfWpr8rHurEoVDNpRYGY7GJEk7ytot3zaAqZIdZA+PRLW/ptPmaDJzsLHHdAiWCAX0yra0uU/tfUOmw4Ahpqq2BfPbBiB4vHZ3C6SmvmvQdAjIkB39SwDgNmP93snYW92poQgr8sE+pc29pkMAfInEYQAAAACA41IZY3lhT+0R701vgMZNlYoB2OuyV/L1rQd2uHpQnhbJ23ZVduhLd2w2HQYAAAA8xstdE26M3WRMQUwfDuLvDGBmFa19+s6DO3Tt0kLToRg3dk6arq1043nUK/7tzi2mQwB8icRhAAAAAAgAt/VJpTLQUNU+MOnnpu70EgF7w5G03gfAPXZXdqizf3ja5+s6B5Rf363FOfWSpN7wiFOheVamgxZx151hnNM1kPj42nCwWcOR5CvzAG7BJCukIgiHyxBtuSGkpQWd31e0CPL1M8xI9pydzOs4eoFgOdg0/WpZw5GYNhxsVk3HaN99oU9W1rICbaVz8uu7VdsxMPsLASRE4jAAAIAB3DQCsNpsw2rpDuzbtfxiJtt9dGulpNR/pz+9lJv2PqcThIQJwE0GR6L64WO7pn3+zJs36vx7tykaG/1y8h2F07KrOvTTp7J186qDpkOBjZxsWwobemjLAENoywHYwcvndZu6iDJiIhF7bLKVh/+UtprtcyluYrl5wCu+etfWaZ+7fU2xfvpUtn7y5B5JmnGiP2CX8+/dprNu2Wg6DMCzSBwGAAAAXILOZmTCa8dPsmNNZS292lfdmfC50hb3DDT0DkU0MJx5ReMlOfWWbAfwsyIqmLiK3yvCparj0EBZdTvVTmCN3ZXtunbZ6JKv5a39aukJG47IOUtzGyRpUvWggoZuPbS5XDV8x4zz2v1HOoLUlk93z2XS/poulTa7554PDvL55WUQ2k8E22z9WqwMBPjDkdfKrNZxmM8vZQD4CInDAAAAAADX+vIdW7S7qiPhc9vL2h2OZqqJ1XauXFKQ8fYuXpCja14tzHg7gFXcWFEqFV6u5uUVLLU8HT4XWOPqpYXaWto2/vO3H9xhMBpn/e75/Spq7NHZtx6uHnTePdt008qDkx6DGXFOsr4yd1Ge6RAS+rc7t5gOASbQvKTM47dtGbHldDTLNsdW0fLb527Vvd3Vs/Rreb2fAUBi3B4kgc8IgMuQOAwAAGBA/xDVJDEVfabIxP6a2SpEpdcr1TcUsSUpYLZBgtzaLm0va5vy+MK9dWntLxazp1dubUHz+L8buwct2WZTgCoJAoDfhBgFDwSTf+a6zkH99rl9OlDXZS4IB/UPRRiAhjF2f9dbe4fs3YHDcmqD0S7BXhuLW3TX+hLTYdjKzxMvdlcmnvhtt4KGbku3V9TEKjeZmL1/jHsmwI+YWH4YXUMAvILEYQAAAAMuX5xvOgQAPlNl4zK664taLN/mbEvbX3D/dv3XY7umPP7nl3In/Vzd3p/U/pYeaEg+uBT8aUI8Ph77AzzLzYMWtBkA0rX8QKO+cd9202E4YmmuPddwQDLsPlf/4ulse3fgsG/eH4x2Cfa66Mk9enJ7lekwXMnN9zZj/vPhLMf3GdfoigRWqmhNrq8J6XL/sQwgdfRzHTbdZ+GFczmAYCFxGAAAwICO/mHTIQAImLa+9NudwZGohZEcYtGs+5FoLKnX9TlQ6d3pztH8+m4tyal3dqcAAAAOmpdVPe1zyV4Hwh6pXvoOR2b+e1W1uS9Jy+6Bfb9VHDYhGovr3vWlWpXfqM0lrabDAZLitcSqvLpuveriiTxlLX2O77OhK/0Vp6yujpyMZCtfJnNseu34tcK+WVd5AyAxJUCa/TOYrZgKADiNxGEAAAAA8LmwHYm/GYrGrOlKdOuAhRNLj55/7zZdvCDH9v0g2OjQ9j+XNqOe59bzE+AnC/fWmQ4BKXhu1/RJ4JL07Qd3OBQJ/GRlfqNuX1uiX83fpx8/sdt0OEBSvFZt8N/v26bfP79fEte4Y25aeTDt91pdHTkZ/N0y8+0HuEYBkJpkJ2wAgGkkDgMAAicej+v2NcWq67RvSfdkHKjr0hPbKo3GAAAArBNXXOWtfbp/Y5npUAAAAFLmtZySIRdOjguUFA+YoVkqDncNuG9lJiZQud9slawBAMmz6lpwtkRlEpkBf2C1BwDwPhKHAQCBU9rSp3s3lOlX8/cajeMb923XtcsKjcYAAIApR/lwDD4el7738E7durpYPeGI6XAAiAHJZDhRIR0AgNmEKMuFcVybwN/Svfzmsh1ukMzpmlM6EAyDTOScguYPgNeQOAwACKyhESpSAABgykzVu7oHRxzdn5WofAc4Y1V+k+bvnHnJc7fz2hLFSA6DRACCItXz2Gyvpv0Egm1JTr1eyq41HYYjjkwAfjzJVQmzqzttiAbpejEgxysA1HUO6LJX8hSJzjyuzgQXAPAeEocBAIEzVuEwxh0MAADmzJAZ8MDGsqQ3k+zZ3IkEPa4sAOf8av5eXb4433QYnsBtjxl87P5GgiNg/fkliNUJg/g7J4cPJoguXpCjvyw8YDoMRxzZfF7HqoSedOnCA76rlp/MajTJnP9ne43PPjbA9/70Yq6e3VWjPVWzTWChJwQAvIbEYQBA4Ix15sS4fwHgMjRLmE1+fXda73Njh/xMIaXyXXBTQtyk38lFcQGZcGP7kYprXTwI/+T2KtMhWGJlXpPpEFxpw8EWzdtRZToM+NycuctV2zFgOgwEVKrX4dvL2vTnl3LtCcYmblod4P4UJlcGidevVRFMySRnprxNy7eYGN85fyto6LFkO7Mdj27qywMwu7Gv7GzngLa+YfWGrV9J0Aqv7K8zHQJs9vvn99tyjQX4HYnDAAAAAOARl7yQYzoEy9CFA8AJuys7TIfge2sKm02H4FpXvVpgOgQEwG1rik2HACRla2mbFu6dfsA+RJXZGd26mu96IuQGwIs4bP3DbwlKf3rRmgk+nNGB4FqR12g6hIT+8IIzExjHk6xpCR33am6DhiIx02EAnkPiMAAgsLhkBwB4zVFpnLxGojFdcN9264PxGCc66/w1XAR4ww8f3Wk6BM+zou2KspwLPMxvCR/Jisfj+u6DO7Qq37tVw69eWkgVVoMsr8brwo46BvxNSf7Y2ljcamMc8Juqtn7TIYwK5qWHL/3ymb2mQ0hKsudsq66LOcSD48LHd5kOAQ76/iM7VdPOijemFTVaUx0eACQShwEAAIxg6AmJcFxgNkelsSZkc09YB5t6bYgGAMzbUd5uOgRI6gtHTIfgGizfDK+IxaXs6k795llvJLxMhyqs/uHG5tPy5GhYbmlug+kQ4CFPbq80HcIoNzZ4SQrofKvAsOrPG9SJeUG0tbTNdAhw2NNZVaZDCLy715WaDsG1OP0AqSNxGAAAwAASCpBIbSeztTGzdBKHnVbfNZjU66z6TZKumuLAoP/uyg71Do0mzy3Oqbd1X6sLDlcH/L+FB2zdF+AFPeERnXzlKtNhuNK8HVWat6PKdBgAPMCrg2xtfUOmQwik1QXNab1vztzlWn5g6hLGHrjVAQBf+/rdW2d9DRMqvMnKCvqPbKmwbFsAvOtnT+0xHYIrDUdiqm7v1+6qDtOhAEBSSBwGAAAAXGJFnneXCYYzXnNU6h39IYdH4Fcnudy134earnq1wNbtX7+8aPzfL2TX2rovBJtXkniKGno0MBw1HYYr5dZ1z9gmWZEoSAIBAJN2VTAo6zXXLrP3WtkrvHKd5Tw+GMCEwiSWPrcyARXuk8y9YVNP2P5AALje+oMtCR/36mRUK9m9IgZ9cACsROIwACBwuGkBAHhVGnnDlvjd8/v12FaLK4o4fD5mcAsAAABwLzder7sxJgDpc3pitZOe21VjOgTfCPJKBiSjAQAABAuJwwCA4PJvPyEAwKdMDnL9fUKF25lYMcQQZ5bPrHw83gmkhVYDbkH7DADpCWL7SWLydLiyA1J16+pi0yH4Rl59t+kQjHGqO45WHvCvIF7TO417CABWInEYAAAAcInVBU2mQ4DLvSbFksNtfUP63E0bLNt/a691VVeGozHPJwjPmbvcdAgAJBU0dOv7j+yc9vk5c5d7vr2x079cvy7jbXzq2rUWROJNJ12+Ur+ev3fa50eiMc2Zu1z3byxzMCpgZvn13TrhbyskSbG49PdlhYYjQtAkGux24/C3nZUXhyMx1XQM2Lb9IPjDCzmmQ4DHPLWjynQIU/zosV2mQwAAICUz9Yn/38t52lra6mA07jNTF+Sp167JePurCppU2tyb8Xa86PLFebOOyVxw/3adc+tGhyICvI/EYQBAcJE7AIPIXUEilW39pkOAy6U6mF7Rau0xVd7aZ+n2puPn5UMBr/HCNcvGgy2mQ0CADUViWpk//eSv/qGIJOmhTeVOhQTMalPx5HbzsW2VhiIBDgvaPcDY+QHpe2V/vekQYJFYzAM3HRaa2NptK2szFgeCI9mJMFZ9E2frR/BCPwOAwyZOxk/mlL00t8HGaNzPiSZuZ2WHA3txn/k7a2Z8PhqPK7e2S1XtTNAEkkXiMAAgcAI2DgFA0qJ9daZDAAKDqp6Av1z2Sp7pEGZ125oS0yEA0wpyNWav4NLF++jn8R7+ZpgZB0jQfPOB7aZDQJJov/3Nquvi2Y6TezeUWrMjwGfy6rpNh5DQnqrO8X8/sZ1Jp7O5Yy39lKZ84qrVpkMAPOdo0wEAAOA0BgXhBnSyOuvprGrTIQBGWJ3E69Q5NJW4Ey1z7ITwSNTIfgGn7avpMh0CkLThSMx0CMbOS0CQdQ2MmA4BKUp0uU/rCQRPJBrTUCSmAy5NlAKCx5mOv62lVNoGEsmq4LsB76CADOAPVBwGAAQXIxIwiIQCAOnwW1eMFX1LyS63aLWPXrHKyH7HcBYBUkNfdjB89a4tpkMwdl4CrODV4/dvr+SpvmvQdBjIlAsvcLl+SN1QxPoJlgPDEcu3CXf41fx9+jiV4VzlxezaGZ+nXQQA+9yw4qDpEICkPbOTgk2AH5A4DAAAAAA+E4vF1dg9qMbusOlQ0hKiLPusOqmsB3iaH6tydA+ab5cq2vqN7buld+Zzrv/+4sE2EvPWX7Sjf1iDw1FFY3Hl1naprtN/Sbb1Pvyd/Gzscj8Sjamha1D1XYPqDbsvOZTbktQNWVL9f3Ib2z8UVUPXoC+vn4JuXVGz6RBwhM0lrZN+PnJFD69OMnKreDyuBh9OfqK5BgB7VRvs/xqzttDcdVw99waAZUgcBgAAAACfuWt9qT5z4wZd8kKOpdv18gCR3wb93ZCgByB9T2f5ryrHqdesMR2CUadfv14xjyWTYtSeqo6U33PF4nwbIrHPp69bq2/ev11/WZirC+7frgV7Zq4mCDjl+hVF+uxNG/S5mzaYDiUhVotyh4NNPfrsTRv01I4q06EArmVX8swfXrS2XwmTPba1Up+9aYNKm3tNhyKJhF8A/hQesX5FDNMe21ap7gAXFvncTRv0Unad6TAAXyBxGAAAAIBl6rsG1RP2RodFdXu/55Y8TWbYOjwS1TNZVTZHYo3pxiNSWWo6iIP5zKYHvG9XZbvpEGCD0pY+RaKJ2+jgna28o6Slz3QIjihu7tWiffWmwwAkHW4TNx5sMRqHSX6b2GinqvYBSdKuitQnegBI0RGXsivzGif9HMQ+GDvtKG+TJNV2Dti6n2T/bvQ2OSfZvj3mpgKZG45asSKG+/QOeWMczi4r8hvV0T9sOgzA80gcBgAEEHfaAGCXz920QV+7a6vpMJLy+Vs36WdPZZsOw3J/WXhAnXbNNnfoFLr8QOPsL0qRn3JtX8ymSiCQKrc1AQy4+9O5d23RzasOJnzObccgALiB29tGO1dc8dP9yUTW/F5cJwGAlZI9n1k1Ud3LK5Y5ZV6SVfQf2FhmbyBAAHBl6U+bilv16evWmg4D8DwShwEAAABYarZqsdXt/WruCWe8n76hiAoaujPaRlaFvyo+Vrb1a3tZm+kwHOW1qtHJyq7qUHSasiKFDT0ORwPAcoxa+FZ5a7/pEADA9Rq6w564jm/tHTIdAnT4smksES0Wiyu7KnH14dLmXoeiAnyK+xT1D9l/fmrv4/wSdPlJ9u3l1HbZHAngfyGW+gCAaZE4DAAIIG4QYB73qQiyz9+6SWfcsD7j7fx83h6dd882RXy61FQis9Xr+MJtm4yf5VIpTmJFJZPfL9if1Ou81O7uqerQdx/KoqoI4GMeapIA//Nr2c+A8dK1HkZdvCDHdAizau6xL7GLY3YmM7fLj2+r1Hcfykr43L/ducWOgIDACuJV0v8+l1w/Uya+cNsm2/eRDqv+3lxez47PCHAOl90AMD0ShwEAgVXhkkpQ4ZGo6RBgAB1D8JPB4ai2lraqrOVwZZ/ajgE9vq1SObVdqmobbW/7hiLaMaEa7nTVVJOVXdUpabRTe09Vh7oGhsefK2nuVVVbvzYWt2gkQInFdrO66Vpb2JzxNmo7Zq5wPWamai6d/cPTPmfCwPDotUFJS1/C5zmFAN5HtZPgsWKlBNhjOOrtM2sBKxFIGl3uuak781VN4Bwq6GVmV0W7ugdGTIfhiLHqwqUtfapq61dpy8xVha2YoArA+2o7BkyHMK2esDur7vcMBuO8Amtx3oXb0QUXTBuLW0yHAHgCicMAABh21ZIC0yEAQEb+uuiALnx8t758x+HKPmfdslHXLSvUN+/frnMOVdG4+Pn9+uFju8Zf8+jWCkv2H4vH9R8PZelHjx/e9lfu3KJzbtuki57co9vXlFiyH1jv18/uU58DS0BK0m0zHAcTjx0A/sRAFtzgvHu2mQ4BCdy86qDpEDJSNs1Eo3R4ualcdqBRZ9+60XQYcJGJE0v9JjwS1fce2amLntptOhRHLM5pkDRaBOKc2zZpKDLz5OBV+U1OhAWkzY5JhExMnOqsW7guSNXRryF1BKnjvAvAjS56co92V3aYDgNwPa7+AAAB5K6RsIo26wb5ACTmh77zraWtund9qekwpqhq6x8fxJvJcCSmg02TqwLVdw6qo39Y6yZUnV2R15hyIulYgkN+fY/+uihP+fWTq/lVt/dr8f56jURjau8b0vqiZq3Ia5yynby6bhU1jlZs21bapoau5CrZuo3XjveoBVX+Mq1e7fZKfb3hEa2ccMzm1VOxEkhVJMN2wmoea6oBXxueJQEN3sHf0nvsTFb38/EQO/TBFTXOXHnXu2a+Uprt/q91htVmAL/KtF8kWXGXja2kqr5rUNsnrIaGyV5/NKkjSF2m593Ktn7tqSK5z09qXFbxPUQvXGB1uGylScCNjjYdAAAAQBB5LbHP67xcOWvMhY+PVhL63Zf+yXAkk41VE57NXetKVJ8gEfeiJ3crt65beVd/RfVdg/rNs/t0/ieP130//HRa8Ty/u0bP766Z9NjqgiatzG9SRWufNha3Tkm6LGrs0ceOf6v+/b7RKoBVN52nHz2+S295w9HKu/rctOKwi+mmw63fped2VevCz8wxHYZt/vLSAa0qaNK6P56tE9/1Fu2vYVlnIFX3bijVX879qOkwxrm0OQUAAAAA3/ry7Zs1OBJV1U3nmQ7F17jfnZ3Xk/Ct9IVD4wt8L/1jZ4W7EsH9+n1z61gNAG9h2hgAAAB8r7XX29VmhiLR8X87VUEkGRsPtiT92gc2lU95bMPBFuXWjSbxPrm9Sgt210oaXWY4lSXlx6oET2fsI7tnQ5kq2/qnPL8ir1HP7TqcbHzdskJJUm84tcrHbtHWF7xZ1O2zzBxPlLSeib3VnZZubzr7Du2nrmu0SsPg8PRV01L5zgBBdP/Gci3eX6+m7rDpUADAtZYdmLoqh5c1dg9qSU696TAwjdbeIddVI4MFDt2W7KxoV05tuhMeZ763Cc0yG59bI8A6fvs+DY5EZ3+RQ0aiMW0sbnVkX377O8L7Boejeiariv5MH9tY3KJdFe2mwwAAzIKKwwAAAPA9q5MGnXb1qwXj/77q1Xz9/ZunGIzmsIue2pPR+yf+Xe5YWzLpuR3l7frcie9MajvfemBH0vvsG5qaDHzvhrJJPz++rTLp7TnNC12pbpzB/637t1u6ve88mPwxl4lU2q59NZ365w8ea2M0gPdd8kKOTjjuTVr/p3NMhwIArlPa3Ks/v5RrOgxLfe/hnarpGNBXP/Eevf7o15gOB5jE70smf/+RnZKoHggA05m3o2r83347J/jrt8Fs0sn9vWllkeZlVes9b3uj9QHDHvaXAAAgAElEQVTBFS56cnTsiGtB+7CyLQArUHEYAAAAcLnNE6pPzN9Zoz1V5pd6GolOX/nUCr98Olv/80y2Ign2k1XervPv3aqIi6ovO8WpSrd+0+LhquNVbf3Kr5+5qrYkhUfs/U4CftHcM6SHN5fr/xYeMB0KALjKUMR/1xJUmQcMcEECA0kUQAZm6WrzW4KrST0TVjqzexJ+0u1i8LpaYUjHwIgkaWDYmyv+IXkFDd06984t6g2PGIuBwtYAMD0ShwEAAACXazhiwPs/HsoyFMlhC/bU2rr9/uGoVhc066W9dVOe+8GjO5NKpIQZdMRZ65sPJFctmc8dSN6NKw/qhexa9SeoQg8AAIAMuOC+hHsjAIDr+ehcxYQdzOS8e7apuLlX1y0rNB0KLBbiyw/4AonDAIBA21TcYjoE7anqVHgkajoMAB5zylWrteFgc8Lntpa2aklOvW37/uMLObpicb5t259oiPbRVWypgHKof2koEtX1ywvVRyLfJF0D5qoxAH4Un5BJEjsiq2RJTr22lLQe+Rbb4wAANzj/3m2mQ7DEHWtLaGNtsKagSdcuLdTCBBM7XcuH49jBqaI98x9vaW6DQ3EAATRL27mtrM2ZOGBEL31yjuFqFUHTPzR5nKe4qVePbqlwZN983+zhjftuL8QImEXiMAAg0H7y5B7TIUiS5u2oMh0CAI/pHYrop09lJ3zuwsd36+IFObbte9F++5KSEVwLdtfq0a2Vund9qelQAATEkV3HFy/I0X8/sdtILAAAa9yzvlQHm3pNh+E7v3xmr57YXqk/v5RrOpTk+XCM+PfP7zcdgkMy++NR/AwAzPLhKdhy3ki4S46PfhXY6MiCJOffu1XXrygyFA0AYAyJwwAAuEAkxp01gMSGI7GM3t/UHdacucv1xds26dUUqvL0D0X0fwsPqCdsttrp1UsL9YNHduqjV6zUVUvyNWfucqPxwD5DkdGqAw87VGkgXRsPml+tAIB12vuG9Munszm/WCTT65YgeGBTmS57JU8jUT4rwC53rSvRbauLNcz3zBbXLSv0TLLL/RvLtLuyw3QYlhmy6ZgeGPZXhUmPHJ4AAu6eCRPnf/pUtmfOrZny1OoFsE1RY4/pEGDIrasP6vTr12kkGow2z04HG5kwO5vrlhXphhVFKmnmswKmQ+IwACBwAtL/AsAn1hQ2ZfT+b9w3uuRwRVt/StWJ5mVV6YXsWj24qTyj/Vshq6Jd4ZGY5mVVmw4l8Ow8h3olr+Oip9yxWsGRqKoFpOfmVQe1prDZ8f369ZZkrYHP0mtuWVWsZ3fVaHNxq+lQAN9aXdCs+zaWmQ7Dtx7fVqnKtn7TYSTl1tXF+s+Hs0yH4XrP7aoxHQIABN6QjZMw3TQm5qnVC2CbspY+SdLAcNRwJHBSJBrT/RvL1dI75Oh+/Tox4+dPJ16R1CkhDwxI1HcN6pEtFfrho7tMhwK4FonDAAAc8uT2Sn3kspWaM3e55sxdrs/fulE94RFdvjhPi/fXa87c5bpkgb1LAvaER/TF2zeNx3Di31boiW2Vyq/v1q/n79XTWVWaM3e5cmu7bI0D9vPCDRXcIdU+jYmdr1ctyU+qE2ZzSavmzF2ulp6wJKm2Y0C3rCqWJD24qVzRCVXRn9pemVpA8JUnbPj7byoereAbjXkkc9ilfNr/CViu/4hBKb471jpy6UlH980fEwAc44U+jZlW3Hlsa4Uv7m0HR0i2AeCc7gGzq5L5nQdOrUkbSwrF9Px095rJseujwx4InC0lXpoQ76dWF7AWicMAABxyzdLCSctYVrcPaPH+es3fWaNLXsiRJC3OmX7QwQpLchpU0Xq4akskFte1ywp18YL9WpnfpCuXFEiSfvPsPlvjAOBdE5d7S7ZC74+f2C1JumFFkSTpxpVFk55v7B4c//fVSwszDREetimJ6oipdsFcvGD0HEu+FwATTA3OMjhmvd4hfy2zDgDIzN+XF834nPF7Wy4GgMBy9dd/hr6ZF7NrnYsD8Dk/9YP66XcBACBojjYdAAAApl1w3zbN/drHEj43lqg70cBwRMe8ztpT6NLcBu2u7NCXT353wufLWycvAVnfNZjwdQC877ldNdpe3qb7f/jplN7XPxTRdx7cMevr5sxdrhOOe5NO++Cxuvm7n5z03OKcBnUMjEyZKXzRk3t0yvvepuLm3pRiAlJx+9qStN9LBzUAK4VHonrDa19j6z782mzRHgMAkKR0zpk2nWjdV0HabfEA9khnxYya9gH94z8cY0M0s3NdU+EzX71rq7740XfpivNPNh1KoJS19OrEd73FdBiBRRcCdld26PQPHWvrPjjOAGB6VBwGAARebl23LnslL+nXH6jrtjyGg0292uypJT2QKZZSxnT+9kqelh9oTPl92dWdOtiUXGJveWu/XpimSkii5YVKW/q0aH+9Chp6Uo4LAAA3CyVITCls5HwHAH7C7TcwMytzAeOWpGbwpUUwRGKpH+tPbK+0IZIJZmgQjiJz2FaVbf16fJvNf19Mcd+GMtMhAIGR6KyXyvg8AMB6VBwGAEBSRVv/7C9ywBWL802HAMAlesIjeusbXqtILDbj675+91bNeecxaVVGPOfWjfrV509IN0QgoXQSM5Kplj0Tp8auItGZv48mzd9ZrTP/6Z2mwwA8J1H74UiCGfkwluoeGNGp164xHQYAAMlL5x7GphsfcgEBjJvhPuUo2gr4UBr5+5agS2AUzQpiDnTCMZHUej95crfpEABYhMRhAAAAA9y3DCTcJr+uW5898Z3q6B+Z8XWFjT1pV0asah/Q3EXM6IZ5e6s7TYeQlO7Bmb+PJq0qaDIdAuBJiROHGVHwmn213jiPTMRRBgBwCyt7qBKt5gDAH44icxgAYDG64LxpU7G3VlHmOAOmd5TpAAAAwfGDR3aaDgFwDbpZMZuhyGhl0zUkAwKzau0dMh2CY375dLbpEADfoy85fXx2ybthRZHpECDp1/P3mg7BEov315sOAXC11QVNmjN3uS5esF85tV2mwxmV5klzRV6jTr5ytaWh3GvhMu0X3L9N37x/u2XbA6zmlYnLxszQae3F/uzwSFRz5i7Xon11pkMxivs090lmwvJvnt2r9v5hB6IBnJHosHei4jBAWwpMj8RhAIBjsiraTYdgCe5hADhhKBKVJO2q7DAcCeB+uXXODP67oVr8msJm0yEAvhcztVapD1CtOXmVbf2mQ4Cklfn+mKR3z/pS0yEArvbQ5nJJ0pKcBr2818PJY/G47rMwyXeMlQPpVe0DFiRnm7/vgn+9lF1rOgTPckOfSKqae8KSpLvWca0E71mR5497FWAmjnTB0VUFANMicRgAAMAA7lMxm7GKw4DX3LzqoOP7DEqe2r/ft810CICvnHPrJj2/e2riQECaFLjA9csLTYcAh0RtHg2taOvXnLnL9QtWJoAN/FDRen/N4UTWZ3ZWj//7C7dtcjSOrPJ2zZm7XGUtvWm9P7eu2+KIpJr2Acu3OZMLH9+lM25YN+3zawqa9J0Hd2S0j6teLdAqn0wMgT/96aVc0yFMb4ZLlse2VjgXh8VqOga0peTwsur7aqg8DbjNjvI20yHARivymvSRy1dOedzue2VgzKevW2s6BMCVSBwGAAROprcgHpxYD8CDorE4VfsAl+ESAPCXDpap8w2vts+Pbq00HQIcMuzQpMC1rEyQELdVmZmYaDvGL/eqTld/X3agQdJoAnHcJVOV9tc6mzy3tbRNzT1D0z7/YrY1FaGpKovpuKlv30WhJKXK4YkGVps4EYZrJpjmjqsA8ya2ya/s8/5kNQDuRT8wkBiJwwAAAAZ4rWMYzvvji7m65IUc02EAnuCmgT8ASIZbkoWsdvECrl2ARPz6nQeQWH3X4IzPX7GkQN9+ILOqugAwJt0q5gn5uH9lkQ8q6AMAUsf9OABMj8RhAICjOvqHNTgcnfRY/1BE0Vhcg8NRjURjUx53G58UVQHgAUtyGkyHAHhCaIaRrZgLryUAuBvX+3DSwHDEdAiA7zFQDKeVtfTN+pqKNKsdD45EZ39RCkI2z8IMWxwvkKmhEWdWAUiGVWenA3XdFm3JuVUS4Cy/rBTgJ31h/9wHRuh7RQZon+Ck3vCI6RAA1yFxGADgqE9ft1Yfu3LV+M8j0Zg+ftVqXf1qgT525Sp97+EsSaNJPh+/arUueyXP8hh8PGkeHkJ1TABwxl3rSizbFm03AMBqJ1+52nQIcABjoWYxIdN6xU0WVrf0ITsTICrTTDiejt3JGhP7gZ3EvRumQ9XZma0tbDYdgqXWFPjr94F/bC5pVW3HgOkwLHHdssK038t9Epw4BDjOMOaUq9doT1WH6TAAVyFxGABgRFN3WJLUOTAsSXpmZ7UkaV9NlyRp6NDM9gV7ag1EB9iPG1UAftI3FFH3oDtna7+aS6IIgNQMjvin8g8Ad+D2z6wtJa2mQ/CdIhKHkaRU+79I+AVgpR3lbQkfL2jo0VAkOBXRj1wFFO7gl8Rhq1i9qgK8ob1/2HQICJj9NZ2mQwBcZdbE4VAo9EQoFGoJhUL5Ex67OhQK1YdCoZxD/319wnN/DYVCZaFQqDgUCp1rV+AAAG/71xvXq7y1T6dfvz7h8794Onv833urrZ35lemAHR3YAABMduo1a3TqNWtMh5GQlUvvhli3AAiEnz6VPfuL4Cp2L7MOwNuYuAsEEdcGbtfWN2Q6BN/gUjh1W0paddLlZiqim9BwqJCPkzpJBkSKlh1oNB0CDBg+VEgMAGBGMhWHn5L01QSP3xmPxz916L8VkhQKhU6W9H1JHz/0ngdCodBrrAoWAOAvL++tS/h4PB7XtrLDM8FLmvucCikpDDgBAHBYSXOvojH3nhwZPwPgNpFoTOUt1i4zDsDd4nQkwGe4xp4Z33hgdh0kFdKWwtd6wu5cmQxA8FS0uSvPAGbRPQNMNmvicDwe3yIp2VKPF0haEI/Hh+LxeKWkMkmnZxAfAMDHHthUnvDx7z6U5XAkAAAgHVtLW/WVO7eYDmPG6jrNPc5XVQGAmdyyuljFzSzxDgBOiZPGaTmqWwLIFM2IdVgdCQCAxJp7wvrOg+Qd4DB6B4DJkqk4PJ3/DYVCB0Kh0BOhUOgdhx57n6TaCa+pO/QYAABJ21vdOennkSjLlMB/GGQD4AdlLe6YrT9dk1rd3q/+4aj9OwKAFOyqTHZ+PpK174h7SMBtTA5MUe2YikJ28FOSWsyO1VMMHnOxWFx7qztU0z6gliQmUTr5/ahqY8UFAM5q65u5snVFqzv6tWCOyXEaLlEB+3UOsMKB1bx+7qR/AJgs3cThByWdIOlTkhol3Z7qBkKh0C9DoVB2KBTKbm1tTTMMAEAQXLes0HQIAADAzabp5f/8rZucjQMA4LjtZW26e32p6TAA11qcU286BMDVHt5SYToESz21o0rfeTBLZ9+6UaffsN50OJOcc9sm0yEAnpdoQhAFKqaXV9894/NfvH2zQ5EED4lZs+Mzov0CvMjr505WJAImSytxOB6PN8fj8Wg8Ho9JelTS6Yeeqpf0gQkvff+hxxJt45F4PH5aPB4/7bjjjksnDABAQIxE3XUB19HP7EQAACSpMmAVo+jMBgD3qe8aNB0CMCuTSQEHm3rN7dyFChq61UC7kbG+oRHTIVimuKkn4eNeqda9tbRVlW39Kj9U+avM4xXArNKcRLVlmOWV++us8nb1DUVMhzEjjzRXrrWxuMV0CK4StOrwQevbBICg89PqOYAV0kocDoVCx0/48VuS8g/9+1VJ3w+FQq8PhUIfkvRPknZnFiIAAO7y2+f2mQ5BEgPkAADzns6qNh3CKEbJACCw6O6HJxi8VHl4s7+qqaZj4sd/3j3b9NmbNhiLxS8e3VppOgTLTFevYG1hc9rbdLKK1YWP79YXbtukL6VZ+cuvFbdmqzIKN3D/VVxLb1g/eHSnLlmQYzoU2OiiJ/docwmrI48JWnX4A3WcL0yiSxcAALNmTRwOhULPS8qSdFIoFKoLhUI/k3RLKBTKC4VCByR9QdIfJCkejxdIelFSoaRVkn4bj8ejtkUPAECADQ67u9IBAABOKW3p04G6LtNhAACAgBmOxLQkp961lUlHojHTIbhCTfuA9lR1mA7Ds9yf2peZWCzx97e5d8jhSKzR7/LKqICXDA6PDnGXNNtTvT+dq4eajoEpj3mlerObzd/pkonxAAAAgINmTRyOx+M/iMfjx8fj8dfG4/H3x+Pxx+Px+IXxePyUeDz+yXg8/o14PN444fXXx+PxE+Lx+EnxeHylveEDABBcLh2XBADAcQPDUX3jvu2mwwAAGBAiUwJpsmIVn3s3lOriBTlaXTBzZVJTFT0f3FRuZL9uU9zcq/94KMt0GJ7l9+6n2HQdbB7teFuS05DS6932a44lasL/uIRLz8ZiKuPaYW1hs4qb7EkQB6bj16r/qegcGDEdAgAAgTZr4jAAAACsd+TATNfAsJlAACBNDRYk23gN45oIGhI34HaRaEzPZFWZDgMeFR7JvI1r7A5LknoG3Tng3dwTNh0CAKQkOk0FaPgP99dwmwFWeAQcNxSh3wnwkjUFTaZDAGAxEocBAIHjtkoagEQlKDvZtZwgEHTfeXCH6RAA2OyW1QdNhwDM6Jmd1cqt6zYdBjzK0r6BWbKf6IcAgmW67zwVVmd3FKOWcCGqggKjhiMx0yHAZ7hPOowkanjBL5/ZazoEABbjFhwAAMAF6jqDV7nTKUMjdGgCdhirsOcX83ZUmQ4BcJ2OflZEsAM5Q9bpdmmV11R1szyrJ8Xj8aQHup0cD390S4U6ab9hob3VnaZD8JwHNpWrf2hq5Uo3Jsc4EdOagibds740qdceRXY1XCTkkSv3kai1X+QYlb8xjUyT6Mtb+yyKBH5x9xHXBwv31qmsJZjHiRuvEwE/yqnl/haYiMRhAAAAAJhGa++Q6RDgkKteLVBj98yTOOi/BWAF2hLreCWZYzaXL8k3HUJAZfZtLGnuG0+emO1IjDs4Cnz9iiJd+vIBx/YHYKq91Z26dXWx6TBc45fP7NUda0tMhwGXCXkgSdzOSsNNFk7GfnJ7pWXbkqTNJa2Wbg8Yc+6dW0yH4Cokik7155dy9eU7NpsOA4CPrS5oNh0C4CpHmw4AAACkhz4Fbzuyb5wl7wB3cjLJwyv+46EdqukYSPhce5/ZROt4PJ7R4GOUqjrAJO4fykfQeSDfJCm9YSoOe1Ekdnhlk9muP5y+wuCYAswbGJ5acRjAYV66jLNjstrE64hMDQ5bu7z9UITV25BYKt+FRNe/EfrdAMBSnf3DesebXmc6DAAeRsVhAAAA+BpJ2ciIl0ayHLKnqlPNPYkThD938waHo5mshQrRADzA76eW7gESFhEgLr3VYO4bkLlMv0Z8DwHAW7xQBRv+wqUCMIriLem76tUC0yEA8DgShwEA8Ci6sfyF+2LAnahAm5rwiNmqNJe9kqfhDCrj0BYDgLf45Z6I8493jf3pZjsW+Ru7w5KcetMhIOD2Vnfauv2m7vCUx1pnmVzplubpye2V+ugVK02HAQd5KUfTjqIEbr428NLfBrDCVUvy1dA1aDoMAEhZJmMhACCROAwAgGe5uG8RaXBzZ7HX2bGcIIJjc3Gr6RCQgnVFLVpb2Gw6DMA3qLiEdLDaA7wi03uwkELjlZHc1lyO/Wr9QxGjcbjNxQtyTIeAAEnULhxs6rV1n5e+fGDKY9cs9UYVsmuWFio8ElPLNKvbACbY3adoWX+wy65DvIqKl8E1L6taly6ceg4F4Aya3/TRBwcgUyQOAwAAAMA0IlQc9qyns6os3yadmEBwRKJU7EiXk22l25I1ESy/X7BfzYcS3PqHIqrtGNDP52VrcDg65bWmBvMW5zQY2S/gJSvzm7Sv5nAl4Ff21+nudaUGI0pfoqS3ZQcaU36PE/78Uq7t+563o8rW7cO76tOoLDri4vsDLonhlFTuv3Jq7a2ybzWS72BakPudS1v6TIfgWUE+bgBYg8RhAAAAF6Bjyj58tshEjJ4Xz7pyiTcqawFwp/LWftMheBZnztTxmZmR6ede1tKnrIp2SdKSnAbdtPKg1hU1a/1BF6x+wEEFpOQnT+we//cfXsjVnetKDEYTDAv31qnP5qroV73KPaGbmVwh7JZVB1N+T159t6UxuLm7iURkWOEPL+SaDgGAR1y6kPYiXS6+nADgESQOAwAChyRCuIFVncPzd1ZbsyEfq+9MvYoIMCYS5ZzhNZznAeswYGyPnNou0yEAcBqXJ4DnZNpv4+akQLfgIwq2oK8cYWXfRSjoH6ZFvvXADt2xpth0GHCRnvCIvnb3VtNhBNKeqg7TITguyH3adv7muyuDdywBQCpIHAYAAHCBdAeULl+cb20gPvQkS1MiA9FYcDvsAABIh6klz72Mz8xf+HMCMCWd5EGTTVai9jLISTNwNzen5ro5Nq+5Z0OZ6RBczc/XuYmqoG8ublVRY4+BaPC3RXmmQ3Ccn79fJrEqIQDMjMRhAAAA+Bqd58jESCxmOgQAMGbR/nrTIfhOjAkpgC9lV3dqeV7jtM87/c3fHcAKXanqDY+YDgEuV90+kNH7X9pbZ1EkmbtkwX7TISSWoHEsae5zPg7AACsTxKwuOEwFYwRRookrXYP2Xi+ymuT0SluCdz2QVd5uOgRjSJpOH58dgEyROAwAAOAC3NvZh88WmaDjxXsSVQgBALcYjjIhBXALu67zEm2Wa0r3KWrsNR0CXCRRktwT2ysNRGKPxTkNpkMApjCZm+qGXgMrLw24zgAyl6g/cU+lvZPx1hY227p9eMtta4pNh2AMK04AgDkkDgMAAscvCUV0CHqblZ3jyw9MX9kKQGYosuI9tnY0uvzcu2KGSocA4BSXN5XAuHPv2mLLdvvCkSmPmRgIDY9EHd+nl1DhDX60paR12uemaxOuXVpoVziuEGW1B9cyWdU2naPi5X3WVhF/1sLzEEe5v9R2ZFbx3k6fvGa16RAcFWMQLmmsrgSYwncPQGZIHAYABA4zF+FGmfRB3buh1LpAAACede+GMtMhAL7BPQOAdFW39095zETOQXv/sPM79ZBXc6nAimDpmKZN6BuaOtnBT4YiTKJwK5PztFPddzwuzd9ZY2kMj22zrqo5c979ZUvp9JNATAuP+HcFnURzGcgbTl6UDwsZ4PABAHNIHAYAAHAF7owBN/JLlXok5/FZBu7uWOvuJeOKGntMhwBgFkEYDAnC72i1roERzZm7XIssrmSHYIvzZQQAuJjJs5TJascTWTVZ0epfxx2fTnB1umDy12+f3SdptFr9nLnLNW9Hldr6hgxHZa+tpW1THqPicPIGhkaPlTNuWGc6FHgQX7X08dml5+xbNupHj+0yHQbgCiQOAwAAAMA0qDgZLE/tqJrx+XlZLGkNIDOcV5BIVdtohVrOM/5l4pvPACKQPJfkEAYO10XwCre3EVZPeuebaVZF29TVK5y2PK9R0uFq9Q9tLldJc6/JkIwgcTh5zb3h0f/3+DvB3E4cboBzajoGtK1s6oQRIIhIHAYAAHCBdUUtab/3YFPwOu1Ssbuyw3QIABz0v8/t12+f25f2+xMtLw4geOwasAnCQJBTSUDby9p025oSR/Zlt16fLxMfNNnVnaZDQJLu21CqOXOXa+uhJcHnzF2ua5cWGo4KJoxVfi9r6bN0u0tzGyzdnt986tq1WnEoOc0uJ1+5Wgt219i6D3jTfz6cpTlzl5sOIy3bSXTxtazydtMhSJLWFzXrszdtkDR6Hzs0EjMckfNiAbh/t8ri/fWmQ/C8IE+oCu5vnjknPzuvXjcBmBmJwwAAeFSQbyIBwClWV22BM5YfSH/wubChx8JInHXy8W81HQLgG1GbRgijAcgcdupXXJ/BxDsgbuOBujdB4rCd+5sOFdJmNzb5YGJ78sT2SlPhwAXy6rss3V4m9yVBsdzmxGFJWkQyE47QPxRJqdCA206p64qaJ/1sdUVkesLMauwOmw5BkrQqv2n830ORqOo6BwxG44yB4cikvgAT1/BetSSHyVKZCvLhNjQSNR2CZ41EgzepA4C1SBwGAASOX26+tpVSWcDL/HIcAn7npuUow3SgYRavO5pbfMAqf3ghx5btXr+syJbtusmNK5z5Hd10job3OH0/xv2fu5EUgjEcCs5z4nTOJYM7mWx71xQ2z/4iufd688ntVaZDQAAMDB/uh+wcGNEVSwpS3kZJs7dWSjz5ytWT+gKoOJw8rqczF+RPsKLNnhUArV5NxI22kisAIEOMKgIA4FG7UqiKAADwPhKHMZsgdzADViu1aXDhxb21tmzXTRY7VGnIpXkc8Ii2viHTIdiurnPQdAieMRKLq6LV2nZ/YDiinvCIpdt0Wm94RPn13abDcJTVOS8dA8PWbjADbq1C3jcUsX0fbk3+hHs190yu+OrSrw9gKysqDKdS2dstXs09fD/r1nOnG/WE7T+f+x3J19Yr9djkBQAwgcRhAEDg+KWzmJtIAACcU91uT+UDAEB6whEm1CB9p9+w3tH9mbh9/6/Hdjm/U496bleNvnj7Zku3ecb16/XJq9dYuk2nnXL1Gp1/7zbTYTjK6q+qmxKm7t9YbjqEhDYVt9q+jxDTjZCCVfmNOuOG9dpW2jZ+/q7vsmcyzhKHJtylyi/jJ8hMbl3mk4cuX5xvQSTmMASXPCcmAvkdh5v1OJ8BwOxIHAYAwKNYJsnbogn+gL0er0YEwF50Vjtjug7F2g7/VO0ra7G32sLgcFQbi1uY5AQkwNfCOomup72ua2BYBQ3d6gmPaCgSZdKKj8QZBvak/Ppu1bSnV22vl+QJuMzzu2vUPUC/E5zV1B1WVnm79tV0TqriW9bSp6JG91UB7AmPaFV+kyQpv8H+iut7qzot2U7I4syo8EjM0u0hdS294dlfBNtRcdisMptWgnItDje4WMyHfXCSVNDQPT5BrLy1z7e/JzATEhsrN1oAACAASURBVIcBAPAoknG8rTjBEjnn3rnFQCQAgGTcvb7EdAizSubaYHVBk758xxYtO2BfZaOTr1qli57coxf21Nq2DwB4frf/2pjq9gGdd882ffG2Tfrrojx9/tZN6mFyIWDM+fdu09m3bjQdBhzk9762f7lhnekQErI7MYhqc+b8643r9YNHd+rbD+zQGROq/X/5js36xdPZBiNL7Mu3b9biQ1WAY/G47ceOW4/N3z63z3QIgXf69c6ujoHEfH5Z4HpfvmOzssrbTYfhGA43uNm9G8pMh2CL8+7Zps/dtEFFjT360u2b9eBmd67SAtiJxGEAQOD45WafSW/+09CdfiWBfqoZAbZw6RgODNhjUSUgO7X3DauqbebqlMVNoxNXDh5R3am2Y0AtPWENR2J6fneNwiPRtOMYu9baX9OV9jYAIMja+oa1aF+9JCk8nH57bIe6zoFJFQMBP3oxu1YFEypNLsmp18/nZVP9LwAOWLAs+5G6BoYt32a6hiPurCLaYvN5xa3JmXCflt6h8X97aQzB75MeAFOoOGxeRVtwqg5zvNmBi0CrZFd3mA7BVmPjGPuq3TUG1D8U0cGmHtNhwOdIHAYAwKO4hcREv5q/13QIgC+5qa11Uyx+5uU+2vquQZ1z26YZXzPWXXrkkuln3bJRp9+wXhcv2K+/LsrTDx/dmXE8L2T7rxooAATdmTdvnFQx0ItqOwYc3+delw0+YWaXLjyg8+7ZNv7zxQtytK6omep/AfDMzmrLtznxWALgHW5Pxl1f1Dz+74NNU1e2A9zCy5MOSeRMz7rC5tlflCT+BMgEk8es4/f28G+v5JkOIaFfzd+rr961VSNRd04AhT+QOAwAgEe5vfMSztpd6e/ZnoApbmpqafed0dbvnopgdjiywzQWi2tTccv4z1tKWiVJ+2q6FI3FtfnQzwAAM7aVtQVqeVYndA+OOL7P+s5Bx/cJwB3qu/j+z8rmpI4Q1eaQBrd3wdTYPBFqTxV9zbDGBfdt16bilkl9T17R2W//fcO6wmbtq/HXJMPdFrYfkQAly7n9vONFfKbW6Rty12pYdll/sEXby9oyWo3RSrsOjf1HWYYaNiJxGAAAj+KGBxMNuXS5SQDwmisW55sOwVFPZ1XpJ0/uGf+5f/hwp9j9G8v04yd2kzwMAAb98cVc/eDRnarrdL5KLqzDGA8ATM/uxN4jV1sBkhH0o+Y/HspS31DEdBjwgaaesH7y5J5JfU9eUdxsfzXvnz+drW8/sMP2/TjpkS0Vlm3rvo3llm3L7fxe0RXeFqSiNv/12C5ducQdY0RHHbpNCtDHDwNIHAYAwKPo9MaRWKoEAJCseFzqH4ro6qWF076mqq1fklTCsqcAXCaIlTZqO5ytWJld1aGadn8mKx9lYL1SBoEBAHCnus4BNXWHtaOsbdLjsXh8vMqbXVbkNab93sU5DRZGktgwhSpcr6UnrG2lbbO/ECn5n2eydZnDy9Y/tb1Syw7Y/732mra+IdMhOIZbRusF6fix24G6btMhOMqJ66yJ6rsGtati6mpjYxMs6VOCnUgcBgDAo2L02+EID24KzuxrAEB6QoeSpeKS/rpo5kGQsWr2168oSnt/LG8KwA4XPr7LdAiO+/ETux3d33cfytLZt250dJ9OMZA3zCAPAMzARLsMjDnz5o06/96t+uFjk68vY3Hpzy/l2rrvnnD6FX1za7ssjCQxrl/c71sP7NCPAnhvZLfVBc16dleNo/u8emmh/ve5/Y7uE/C7ywO2siCs4/TkqXNu3ajvPbJzyuPjFYcdjQZBQ+IwAAAeRcVhf/qfZ7L1++f3p1VxoqknrHg8rmd3VSs8Ep32deWtfdp4sEWStCSnnlm3wAwe3FTmmmWYOvqHTYcQGPtqOk2HkJH8+tkrADy4qVyv5s48c35iJfsdZW0qauxJOZbugZGU3wO4Rfcgx2+61hU227r9EgeWjHWb4WhMz2RVOb7fxu7BhPcm3QMjWri3zvF4rODUpd0r++u0q6Jdr+Y26Jmd1c7sFK4zZ+5yLcmp1/yd1YpZUC19R1mbChtSvyaDWREXrRA18Rr/ZZe043bnDW8va1c8HtfTWVWaM3e5rnLJ0sNusyq/UXWdo6sNFDf1amtpa9rbikRjunzx1Imqj2+rVEtPOO3t2qWtb2p/yz3rSw1Ekhorzismt4+ZJdMfWd81+6okbjoHIXm1Hd5e/YVK2KlL5vvsZxSfSN/8ndW09Tb40WO7Zhxrt9JIdPScH4tNHuMfKwITi8e1cG+dugYYI4T1SBwGAMCj6Lfzp9UFzXo1t0G/eXZfysmK8bi0Kr9Jl72SrzvWlkz7ui/dvlkXPbVHLb1hXbwgR794OjvTsAHf6glHtMUlHZ3/ducW0yEExrcf2GE6hIycf+82S7Yz8Vrjh4/t0tfu3pryNrhc8a6B4fSrX/nF/zzDNVK6fs71pS2uWFLg+ISm7z+yU795dp+iR9yA/umlHP35pVwVN3kvifvF7FpH9vOHF3L1vUd26vfP71cXE2l8o6K1L+X3XLwgR5cvztfinPqM9//Dx3bp6/ekfk0Gs57f7WzVwpk8sqVCklTW0qc/2VxNNVkhB0oOL9hTqyuXFEiS5mUxmeNI8Xhcv5q/T9+8f7sk6dy7tujCx9Nf7WBeVrXm75x63F+3rFCn37A+7e1ispf32Zv8z/iDWZuKk0/eP/JafaKnafM8yevXe1TCRqr+46Es0yF41uWL8/Wci+43/GJbWZvudngi2aqC0TH+Ow+N8Y/dJZW19OnPL+Xq4gU5jsaDYDjadAAAACQjPBLVG177GtNhuAsdd74XjcXV2D2oSxce0DUXfFwfefdbtOzA9NUhn99do85DFUm3lrZpa2mr7l1fpj+fe5L6hyM688R36jfP7ht/feTQDMbGrrCe2Fapb3zqvdpW2qadFe2a+7WP6u3HvM7eXxDwiMHhiPqGIpq/s1q/POvDempHlUpb+vT5jxyn9739jTrl/W8bf+2q/Ea97+3H6Pi3v0FLcxv0k8/OmTQIuiq/Ue9/xzH6xPtG39PRP6xF++r0szM/5MhgKVKzpaRV924oVbsHqz2vzGvUB449fKxJ0uaSVu2uTL56w7qimSuGrits1rFvfp0+/Y/vmPTYRC29Yc3bUaUff3ZO0vuFO4xVOgiyxm73VUPzmp7wiJ7fVaNfnPVhHXWUlee54J4zixp7dePKIl13wSc0551vsmy70VhcJ/xtxZTHq9tHK10d+dy6otEVTJp6wnrja1+jv72Sp2Ne9xo9fOE/KxQKqaU3rEsW5OiU971Nqwqa9OPPzNFPz/zQlO3vrGjXi9m1+s05J+jEd71FkvTinlo19YT1tU+8RwUNPfr4e9+qf3r36HM5tV1q6Qnr305+tx7bWqlv/r/36aW9tfr5mR/W3etLNByJ6dGtlePbX/Lbz+nUD7x9/OfajgE9taMqsw8rCf9u0SQeuM8Xb9+sT33g7frKx9+tn535Ib3+6MN9VTXtA7rwiV1aefFZCd/7xxdzNXdRnq7695O1taRNFW19evdb36CTj3+rnt1Vo76h0Uk7Ky8+Sx87/q2SRq+l5r6cp86BYbX0HF4t6NXcBn3j1PdO2v7VrxZo0b467fzbl3TM6w4P/dR3DWrjwRb96F8/aNnngNRcsaRAQw4vdzudW1cXq6N/WCcc92bToYz7z4ftTxT566LJ1W/nzF0uSVr4q8/otDnHSpJ+Pm/P+Pntn971Zq2+5Oy0r1/i8bgufHy3/vszH9RXPv4eLTvQoBOOe/P4d/uV/XVand+sB3/06Sl9AfF4XJe8kKMlOQ360DvfpKW/O1Nvfv3RisXiOvGyFZOSOb/2ifeosTusnNouvf8db9RLv/qMmnuGxhOA3/WW1+tPX/mITv/QPygk6dKXD2h3ZYeevOhfVN7Sp78vL5q077a+YeXWdk35nM456Tj1hiM67YPv0NuOea1++rkPaWgkplOvXTP+2nV/PFurC5q1Mr9R+fVURnfCXxYe0JPbq2zb/pk3b7Bt25jdT+ftUeWN5yX12oauQX3g2GMSPuemySuY3fceztKCX/6resPen8x9wt9WqPyGr0saPbd97e6tOujBiaeAF/QcWjVt/s5qffGj79J73/5GwxH5Q1N3WD+ft0f/edoH9JWPv8fSbU+89xgzNob/8JYKPXxowqd0uNDN5pJWRWNxXb44X9lVHXr6Z6fr+Le9UfF4XH97JU+vOSqk4qZe/cObXq+7vv8pcmuQFBKHAQCe8NDmcl3y5Y+YDsNV4mQO+14kFtf3H9mp+q5BfeXOLaq66Tz973P7Z3zPqoImSVJRY894ZZCxAZgbvnWK1k5I6Bobl2jqCevaZYXaVNKqLSWjlQw6+of1yH+fZvWvBHjWjSuK9OyuGn3w2GN07bJCSYc73qtuOtyJ/6v5ozf2nzvxH7S9rF2fOeEf9NH3vHXK82PvuXRhrtYVtei0OcfqUxOSWuAO//1E+hWWTPv1s5OPNUn6scW/z1hF0Yn7OLLK6GWvjC4DfM5Jx+mD/2Bdghvs53RVUzeKWfwZdAew4uhoElu9TnrPW3TOSe+ybLtBnmszVnnqgvu3K/eqr1i23Yc2l6f1vssX52lwOKa2vtGExqzydn32xHfq1/P3aW91p3aUt0uSrl1WmDBx+PuP7JQkLdpXr6qbzlM8HtelLx+QpEmrqIyda8YSoZ77xRm6fkWRrl8xmvBUUN+j5XmNU7Z/wf3bJ52nzrplY1q/Z6ry6rsd2Q/MyKntUk5tl0IK6dfnnDD++Nm3jh5f1y0rmu6tGo7Exq+PJKmkuU9bj1jh5E8v5mrFoeTj38zfp+zqzinb+f3z+6ckDo8lxd+88qCuueAT449f+PguVbT2699Pfa/e9sbXJvlbwmpHJmia9Pi2ytlfFBDffShLVTedp/6hyKSB+9KWPq0uaNLXTjk+re3uq+nStrI2bStrm9SfN3ZO+sMLo9Wes6s79S+HEpfHHKjr1pKc0cIBlW39un55kW789ilaU9g0pQLsyvym8X/XdQ7qW/fvUFPP4clvLb1D+r+XRyf3vP7oo9R56Hr0oif3TBv7BYfOtRONVT7de6g9Cg9HlVM3+Vz35TtYJcmEwkb7krQjlBw2Kh6XWnuHdNxbXj/ra69dVqhHp+nLL21JfbUEmLOrssPW77WTorG46rsG9b63v1FZFe0kDQM26+gf1uWL83Xiu96sdX/8vGXbjQX4euCV/aOrBq0rapnUt2SFI5OGk7XsQMP42ORPn8rWyovPUk5tl57fPXl1rQc2lumPXzkp4zjhfyE3DASddtpp8exsljAMmrGZygCQjA8f9yZt+NM5lmyrsKEn42V+rLg4zLQdPO2D79DCX3824zhghhvOg687+igNz1Dx5m1vfK32XPZlve7ooxyMKjkr8hp197pS3fzdT+qb92/X2974Wv3P5z+s8045Xr3hiPbXdulHZ/yj7ttQptsnJBwAdvr9F0/UPRvKpjx+6vvfpty6bn34nW9SRVu/JOnsjxynSDQ2nkwjSZd+9ST95pwTp92+G9oNeM+y352p3z2/X5WHjj0rfOz4t6powiDGW95wtHrDEV13wcd1xaHlfxNZdclZkxLp4W4d/cP69HVrTYdh1Hvf9gbt+OuXLNteW9+QTvv7Osu253ZVN52nT1y1Wn1DET184T/r3AwrcxQ0dGtvdaf++zNzOCce8vKvP6t//uA7Zn9hEm5YUTS+fH0m3vS61+j0Dx2rjQmWVl59ydk69y5zSUXfOPW9ejV3+hVcALd555tfp7a+2Ve++NcPH6udFcmvKiFJ8392hnZWtKu8tW9S4qEkff9fPqAFe2qneSfgP5d+9ST91+kfnFQ9N5HKG7+u4WhMn7hq9aTVOb5x6nu1q7JdzYeqgh/zutdoYDiacBsv/eozCZfiPuNDx+p9b3+jFh1KTjjSh497kyparbunAwDAK6xO1nMr+jms/1sH6TP9y7kn6d9Ofre+cucWveOY12r/lZlNNA+PRHXnuhJd8qWPqK1vyLFJ2G5247dP0Q9O/0fLtmfV8fnMz04fLyQ20Y8/80Etz2uc1KcQCkkVN3yd1U8DKBQK7Y3H4wlnmVFxGADgCXSMTmV1BTQEz0xJw5LUPTiihXvr9MMzrLsRssrYci1jFce6B0d0y6pivbCndnw55bNOfCdJw3BUoqRhSco9VIWnYkLi5lh174luWVU8Y+IwkI7zbVgqveiIyidjyyfOlDQsSV+9a2tgOvv9IBrgahJjRiz+DIJ4/d43ZN3yqufdM9qe/fdn5li2Ta/7zoM7LGtXz/jQsZYkDvcPRxMmDUvSV+82W4mQpGF4TTJJw5JSThqWpB89vmva50gaRtDcsqpY3/zU+2Z9XU5tl8IjsUlJw9LU88t0ScOSEiYNS6MVJmdC3zgAAABmMvfQ6k2dFqx4Nm9HlR7eXKFjXnu0ylupXC9Jf12UZ2nisFUSJQ1L0rIDjWrvn9ynEI9L5a39OvFdb3YiNHgEFYdhTJBm+ACwxtkfOS6j93/tE+/R0twGFTb2qCvDi+Z0Y3nD0Ufpgk+9T799bl9G+880jrP/6Z36+VkfliTdvOqgChr8sfSRm73lDUfrlu98UltKWvV/Lx9QT9i6JAq7HRWSYvHMv4NWqOsYmJR8CfjNf53xj/r0P75Djd2D+uXZJ+iKxfnqCY/omgs+rtOvX286PCBjbjiXYHaJJjcE1bve8np99Pj0KmV/59Pv0wUTklCae8I644bgtOXf/ef3a+HeuvGfM/3+c1wmZlW7uqeyQ4Mj0yc6AQD+P3v3HWZXVS5+/N2nzZmZM3Om995nMpmaybQkk0lPJj2EkAIk1EAIUqULCEL0omLBrmDDdvVawKsooCioXMvPrleB6FW5Uq4gTVrm98eUTD117712+X6eh4fMmXP2fuecffZee613vQsAAABmc3pfIn0d0yX6edfkpcu1m1qmVVJ1cz4SfXDG6K/JFb9Oq/Sqeo///WC/LKrKUbJvqEPFYQCAIzz9/Mvi9ybWGHv0yeflkSeel78+85IusfzzpfgTj//16uvyu/99Tu75zd91iSHROP709Avyp6dfkDOW1sjo6Kh86IFHJT+UIkXhoG5xYbrn/vWqPPLkC3LaYJWc82l9ksbNNFFs7/FnXpL0FLXNR5KG4XSf/tGf5dM/+rOIiFTnheRzPx6r9vXLvz6rMixAN4m0XWCuF1+xz+QmMzzx3MuSnvKihFP9cb3uD39/TkZHR6clDrut4vDUpGERvv9Geeq5lyWgw6AFScMAAAAAAKuhL8FdfvXXZ6UiJy2u1zzxz3/JA//9pFyxoUlSfF6DIrOXR598XvJCKarDcJwfPPq0dJRnqQ4jKWXZ8X2/4HxUHIYybp7hAyAxP7l6leQm2Mg9/Jmfydd0XJY0keVgH3vqBRm+5Tu6xXDtphY5MFgd9+t2f+iH8oNHn5722IHBKrl20wK9QsMMP/vzP2Tb+x5SHUbSvnbeEllYFlYaA+0HALCv2vx0uffi5arDQBS//tuzMvLu76sOw1I+tn+RrGgqjOs1Q/92v/zp6RcNisieErmHmop24NwevnKlFGQmPwn0tvv/KP/2zd/rEJF+PrCvWw5+6ieqwwBMVZufLo88mdiE2cdu3iDVV3w97tdNPT9zroXbnb+iTi5a0yg//fM/ZHuUvryW4kz5zeNzr+IW7Xv1wKXDUpGbFvU797Xzlsim99I2BxA7TRtbihxwimT7EqyO9vd0w435cvuBxXG95iPfe1RuvPu3BkVkTw9ftVIKMhLvK2q//h55lqT9Wbors+WL5wzosi1V332nn1Mxt0gVh/WpoQ0AgAl8CVYbFhF52QLVk4J+a1x2ZyYNi4h89uH/URCJe2QEnbHIQ4pFjmEAgD15piwVB+vyevicZkrk2CVpGGZJ5j55Kr9X/+/+cGO+7Owuk6X1efM+p6EwNOfjZyyplhVNBXHvs6koQxaWhuX9e7vifi2gh+9csjyp13/6jL6YnpcXCkhPVfbkz92V2aJpmnzzgmWTj53UUy53HV4y+XPmeN/Eu3d3Tj52an/ltO1+8Zx+2dFVJmcP1SQUP+zh5L7K6E9yganfjwlnLBs79tvLsuS0wWp5y7bWOV8b8HnkA/u6p1Uc66zIkj29FfKhk7unPfe0GYUfMoI+Kc9JFRGR/QNV035XmpU6+e/N7SXSXJwhTUUZsf9RU8S7YsZMjYWx7bckHJRzl9cmtS8A0Z2/sj7i+eD2/T1y49ZW+dp5S+QNK+uluzJ73ucCgFXd//snVYfgCJok18fz0ivq8yqsKNVv3YrW+weqpKcqWw4Ozd8uX96Yb2JEsAtnZLEAAFwhmYHMxqIMuec3f9cxmvhZpTEZTvXPmiVYlZeuKBp3CKcGVIegi4BOSQkAAHcib9geuN7PRrUmWJleCb96fvdXNRfIR07tmfbYRCWVicomVZffLQGvR+65cCjito4eGZn12pv/87fywe8+KjdsWSAn91dFfK2IyA8ffVpO+tAPE/pbkrW6pVC+pbgvAsaZr1LP1ON2qnCqX35+7ZqYtjtz1aprNrbI6UuirzrVWJQxK6654tzcXjLn67src6S7MkdERD743Uej7g/201SUITdsbZVP/vBPqkOZdGCwSm5/8Kip+5z4Xnz50KBsve1BERmr7psZHEu29Xo0edOmFhER2ds7f6L1lw8NRt3XNRub5WMPPiYiIl89b1Dayo4nG1+3eYFctznyKnDfuGDZrHPKB0/ulrULikRE5L33/UFuuee/JTc9IE+/8Mq0v6/x6v+Ul187JiKzVym47qu/ljseOioiY0nUG99zvLLxzDjnupYursqRzx/sn/z5jeuabF018frNC+Tar/5adRhxu2BVvdz67T+oDgMG+Nk1qyU7ffq4wkWrG6b9PPGde/vOdhmeMumutTQsF44/d/U7vit/eOJ5g6OFXj59Rq8M1uXJsWOjUnNl/CtJWMnUNuh5d/5U7vrF45MrOtn5egHrIcl1tlFJrjPzldeP6RSJs1h1fGPmPf8jTz4v3/rN3+XOM3ploC5v8px7R5zVvOEOJA4DAGzDn8RA5sa2EnnPfX/UMZr4JVvlYaZE26afPH2xbH7vg9Meu+NAzzzPhh7yQvZPHN7eWSrlOWmqwwAA2BjJl/ZQzYSyWY5x8MLCkrlPnmp3b4Vc97XfJPTaHV1lkpcRkNFRkVdeOyaHV9TNes6dZ/TKk8+/PPnzNRtbIlYinuqTpy+eVsX7/BX1ookmJ/aUx/T6RZXZsrKpQF545TX54xMvyFNT4jDS23e2y1Bjvvz0T/+YTOSCe1090izLG2Ovol2VmyYXr26Q9QuL5N9/8lfZ21thYHQwWmNhhvz+78+pDkNERD55eq/qEGaZSGxVoa00LHmhgHg0TVpLMw3Zh6ZpUp2XLo899YIsLA0ntI3b9/fIgTv+S3YtKpfMVJ+sai6c/N3pS2rk+Zdfl3OW18qW935fLl/fPPm7r5w3KG+5+7fy28efm5Y0LCJy8ZoG+fovH5d3ndQpC0oy5cJVDTLclC/3/vaJWXEursqRze0l8tAjT8lte7rkoUeelj1znJc+tn+R/OnpF+V3jz8nn/vx7BXu0gNe6a7KkeaiDPngA9aZnHD2UI2ctLjcdonDB4dq5axlNYYlDl+3qSXh9iHMtX5h0by/Y1Uhe+mvyRUREY+NP7eGwpCct6J+2mNv3tIqVbnpMtQQ/6oyThf0e+Rfr5KkmQyrJnOq9DLHlCH07CIuDgfl8Wf/FffrSrNSZU9vhbz0yuvy/MuvyZoFhbOec9O2hdJUlCF949eUT53eK8+8RL8U5kbiMADANnxJ3Cg3Jrikm540TZNlDfnywH+rXWalrSxLHrx8hQweuU9ERPb1VUjhjI5j6EtzwF3rO3Z1qA4BcJWhhnz5ruLrBaC3146RfGkHTmi36C2RxMyScFD+lkDnLxCvZO6Tp0rxHV8h5/Ql1XLNxrEqizVX3C0Tp+/ynFT53htXiIjIhnd9T37z+D/lh1eslKJw9PvJgbrpScKxVE6dsLQ+X5ZOGXdOT/HJ5eubYn69z+uRj+4/PlnWjOpWU6u9fO+yYWl50zcN3yeMM9yYL7cfWDzt2Im0VPhczlhaE9fzNU2TwyvHDvx4jndY0zcvXCYi5px/osnPSFEdwiwlMVxHjOLxaPLjq1cbvp/7L1me1OuHmwrmrXKeGvBOnie+c+nwtN81FWXOmyyeEfTLw1etmvz5DavGzjlTKw1P8Hg0effuzsmfe8eTEGZa0XQ8cWFTe4ns++iPpv3+59euEd9429pKicNXTEm2thMjrw8TxxuJw+rEkziaFpg/5SMvlCIi1pi8gujsnDA84XNn9c+qlp2THpBL1jYqisjart20QK740i9Vh2EZLcXxT+SqzgsZEIm9JVsEISPFJ8+9/JpO0ThHZqp+KZZvWFkvl49/9yfaXXc8+Ni0ttfE4w898pTs+fCPZFN7ibxnSpt8PvkZKXLxmuPn3CUxTtyHO7H+JADANpyQxBBLY84MpVmpk/8+PGPmLzDTke0LVYcAuM5Et85Y5z6QOL0SyvTwKkuc2cY3L1imOgRL6a+dOzEiks+d3S83b18ot+9nZQ8RqlwZpbMiazL5Rg/3XjwkdQUhuXjN8SWQv3XRkFy+vklq8tLlP849vhz7x/b3yA1bW2NKGna7tIBPVjVTWcvO3n7i2ETad53UIfdcuExu3NoqH4vj/H72sviShuEsVbms3hTNmSZ8R27Z2S5v29EmK5sK5L17rNE/63SDdbPb0FP799+5q93McOaVkz7/SnH7+oyt9n7dppaEX3vDlgU6RgIrimUFy0+d3ivv29sV8Tm3nkRBkHhV5abJZeuapK6AZMREzEwaRmQ7u8tUh2Ap/7azLe7XrGstksvXN8nd5y+ZfCzV743wfwQPbAAAIABJREFUCuerzE1uRbn6Qs5/c7llp37t1xO6y6StLCxfPGdg8rG9fZVy6dpG6avJkQ+d3D35eH9Nrly1oVlu3NKq2/6BCSQOAwBc48at6htTsXT2mI1qw+4Wy/LAw00McgNmS/WP3aoVhUkcRnJaE1wK1wiRBmRhLY1FGVKTn1wHs5MkUnG4PCdNdi+uoB01brCOyhZGmJrIq4fa/JB8+6KhaRXLavNDcnCoVu67ZPm0CU1F4aCc3Fep6/6dbFePsYlHMNZEG2ZLR6k0FGbIvr5KKZkyITsarqnutn5hseoQJvVUZasOYU5Tq94b5YTuMjmxp1w+ur9HNraVGL4/zF0EZOoj2zqtkSi1vDF/zsfTAl7ZYPD3tzIv8etD3zxVn+EuS+rzoh6nFCWI33WbF8g5y2uF+a8wg8/rSWoiidM0FMa/grDXo8nBoVpZUBKeHPM8pZ/+imQUZJA7MNOVG5oiVviPl8/rka+et0S6K4/fo/m9Hjk0XCefPatf1iwomnxc0zQ5c1mNhNOsl2cC+yNxGABgC3t7kx9kO6G7TK7Z2KJ89uYXDvbLJ05brDQGON+BwSq5blOLfPW8QQmn+mdVnKzJS5dbdrbLu0+av8pK7vjgqJ0rxKUH3D2rGPaSF5qdVOn1cMuG5Hz4lEWqQ5hkhUlciN0H9nVHf5ILFOtQTfUrhwbl3w/2y3cvXZ58QDYydYLaK6+9nvT2PndWn4hYpzodAMQqyVViAd1wLEI1Ky4oeNO2uVdau3JDs2hiwYDHGfl1Lo1jcgyMsbmdCQ5ucuPWVrnzjN5p1VLhLjsXlasOwTISmbw/1btP6pR3nNgub1zXpFNE7vTWE8YqP//bCfFXgHYqjxUbsoAOGIUGANjCoeG6pLcR9Hvl9CXVkp6i32ywRPRU5ciyhrkrGQCRXBbHje61mxbI/sFqaSvLkp9fu2ZyWa2JKho7usvkhO6yiMtGHRsfUbLjrdDEBIGOiizFkcBJZi5vdfTIyKznbO8sFZGxpcNFRPaMT3yJlHi2aHxGcUf58eN1ohPCa8cvICwjM+iT/Ax9K8s8fOXKacu1bhofzPLHcLCGFLfBEJ9EKnw4kR5VxtrLs2RRVU7SywTazdT3rqkoM+nt9dbkytEjI1IcJpEBAIBEkDcM1eaqQqxacJ6lzIsyg4YnOiez+akTAfQu+rDQQisXudUKVq5RKnN85VCzJtzs66uUgbo8WVDCd8+tVI9bO0l2ekC2d5XZuiBSorp0HA8Np/rl6JERktpFZNv4mB/gVCQOAwBsQc8GvgX7J4GIHrh0WHYvrpAzl1YnvI2JJOB4ZkQeG+8Ys+Isyi+eMxCxat8VG5rl7TvbdUlSASZM/Sp86dyBab+ryEmb9nNXRba8b2+XvGlji3z6jF75yqHZS4nftG2hfPDk7jmvSxOPTb3+vY3Z3UoE/fa7bX7bjrFjxWNQB+nVIy0yWDe2LGosu6gZX36VRAXYTXNxply6tlF1GLa1a1G53H3+Ejl/Zb1cvl6/Si9USwRgNxa8pYZLHeMiCkR0/yXL5QsH++U9uztlZXOB4e3OZBKpR6fcYY/oMNkR1rKlw1kVh++9eEi+eE6/6jBi1lUxVuTBjKvme3bPvyIkRH52zWrVIcBE37lkua7bc1MF/R9esVI+emqPnL+yXu7X+X10O+7n4XT2GwEFALiSnomLVl5iDM7XmED1vorcNLl5+0LxJbFEz0RHd3n22I1ySdb06qczkx5FRFpLx5Ju/T7rNBmz0sZm+3dXZkes2peTHpAd3WWTfy+QjJXjVT6mXj0mOpAnpAVmV6jZsLBYgn6vDNblSUHm7IrDe3orZO2Cosmqni3FxxPdm8eT3usKjp8zTmR2txLbOstUhxC3VS2FIjK7elFhZuLVh4fGV0sI+DwS9HvlwMDYZJaJc/F87atzltdO/ps8BdjNOctr561AhsgODFaJx6PJgpKwXLS6Qdf3caI96Ga8B8lpKjK/ono2n5mrFWTMv/oInM9KCQvNxUyuBiKpzkuXnqoc2dReYkp15GT2kB44Xp3ShUUVHc+K1bmTUZ2bLt2VOarDsCRWe5rf0SMjEVfMhPNU5em7Uldl7uxxTyfKDPqkKByU7PSAXLS6Qap1fh/drjJn7P0sirCqKGBn1LwHANiCnhWH6UiDSp89q0+OPv2CbHvfQ3P+/q7DS+Smr/9Wzhuukz0f+dGs33/1vEHZ/N4H497vRK7Wnt5KGW4qmEwAExH58qFBKc9Olf974RUJ+r2y9G33i4jI+/d1y+//9zlLLS1/z4XL5Il/vhzz80/pr5LrvvYbAyOCG0yt2nrPhcvmTBKeNP7UeBIkr9nYIhsWFstAba50VGSJpmky3FggnRXZ0lWZJZ95+M8JRo5kfPuiIXnwj0/Ja8fsn+36gytWyDMvvir5GSly1id+LD/98zNRX/Olcwfk+X+9Jqd87GEREbltb5f85m//lKy0sQ77lc0F8vHTFsuiymx5971/EBGRb16wTEJBnwweuW9yOxetbpBv/vp/x3+y/3sJd9nURuWuRF28xrhKzc3FmbJ/oErueOioYfuwunjbxJjua4eXSP1V/2nY9v3e2Z0OTSTr2cZte7qkuThD3vaN38s3Jtswifv4aYun3X/bSU9VtvzX0X+oDsNUt+3pkkN3/lTXbe7trdB1e8m4cUvr5L83thXLXb94XGE0AJJRPkcRCL04LGcVin3xnAHDVsQy2igz4AHT3L6/R/dtuuV69vmDxlZ0v+fCZbLmnQ8Yug8rO6W/UtrLw7a9rweisU75OAAAItCzX8GunRQzJdtlkctMXVPVF4Qk4PVIdnpAOmdUKp2qtTQsd57ZJwN1eXP+PlKV3UgmOrk8msjyxoJpVQs6yrMkN5Qi9YUZ0zqdM4N+6amyViWAgoygtJaGpz0WTj1evWtm9RynfN9hHQ2FGVKWffx7MlE9qrMiS0RE2svG/l9bMP93NTM4PRl/oiqxpmmyoqlQhhvHKhwvqc+ToG8sSbmvxlrfRTeoKwjJqQNVthwkmIh54lxfHE6V5uJMyQulSNv4MRpNV0W2LJvSGRZK8cni6uPHoaZpMtSQP21yV2NRxqyKan6vZ7JCdyiFaouwF6dVeTKT0RPPlszTVnaLudrEiJ3f65EUA1dVaSoiSdjORtqKpSY/JNu6SnXZnp0HF+tdWAFv9fjKHXqyUntiah+J1fp7jDRxvw7Ey+ivb0bQOsUaprLQaQs2F/B6pLty/rEQq7NfjyBgX0ZUyXXLCsS1+SFDt+/WyuirmsfuDQM+z6xxdcBJrHlHAgDADHo2xpzSrkv2z/jWRUPyzIuv6BILovvE6YvlhZdfT3o7yR6/sbz+v65aJS++8lpyOzLJ/Zcsl3CqX7pu+JaIiHzu7D75+7P/UhwVnGqua9Hd5y+Rp55/RcpzUmVvb6W0loZlYVlYOsvnH5j8zqXD8uxLr8a0T49Hk29csFTKs92xrBb0MTGwkcgl45T+SrlgVUPMz4/lunLj1lbZP1DFcl6wFRJMrM3jolII79zVLhd+7uciIvLg5StYQUcnD16+Qv7fn5+RMz7xY923vaunXPdtwlh5oRQ5OFQjaxcUTT62dkGRvOukDumvyVUYmVpep3SgxcFNf/Ip/ZWSkx6Qw5/5mepQDLWvr0IuW9ekOgzX+uk1q+U7v39CVrcUyt+esXd/XVtZWH7xl2d13WZxODX6k2JAIgus6qErVqgOITkmZA6POiQ9+bpNLVKYGZS2CH3iQCRVRiQOu+Ty6HHLH2qCy9Y1yVu/8TsREXnP7k557KkXJN1Cq/ICRuAIBwDYgp7VgJzSgE62QzAnPSA5VB02jV4dwYkaqM2TR558QTJTo1d7zM9IEZEU44PSwcxZyJlBv2QGqWgJfQXGr0FzVQvLSgtIVtrYuXSi8l9XhKriAa8n7vMvVesQr6B/rFL10vr4KnIub8yXN09ZvlhkLJHmqedfnvc1EwklQ43zV9ML+r1UxoTtlDFhw9LclByxrbNMLvzczyU/I2VWVXckLi+UIqsMqCwqIlJjwIAnjLWpvVjOWFoz6/EtHfpUHbarhWXua7/pfXWZudpMKMUnz79sjYnamqbFfb9ghLE+KOPU5Yckg34iZXLSA7K9q0xERBqL7P05dFVk6544rBe9z11uqdAI4+WF7DHGMJ9jJqxClpXqjDG6rLSArF9YrDoMwJWYYK6fc5bXyl2/+Jv8+m//lNSAV1pKGJuD85E4DACwhYkEGD3QfoZTBXweeeW1Y3P+7k2bWuS0JdVSkOHMao8/u2a1vHbMGbPzYT1Bn1ceuHRYCjKT6+x++KqVkuLV73oGYzQVZchH9/dM/mzCGIHuQik+eeDSYSkMz3/MntBdJplBv3zswcdkT2+FbGwrnjPp/b5LhuSlV+avmO/zeuR7bxw2fMAfMNuoHb/8LuKUyaDRBP1jk5d+dOVKSQ3QhrCLgbrZiXicU6zpbTvapKc6R8qzScqfy87uMumqyJJV73hAdSi2tKalUG45sV11GJN+ds3qWY9NTIJVpbsyWz51eq/SGOBe/3HugNLJghfGsdLPTB/bv0jHSIDZeqtz5EeP/Z/qMEz3nfHVDScY3YJfUJLJ6lyAgdwy6dwtf6dZPn92f8wrhgJOQOIwAMB1nDLIzMAj5jOzCq+IiN/rmfNxp8imejYM1FudIxW5yQ8mOTVx32nWtxZPq+hotyUDQ+NLZ0U7ZluKMyf/shSfRwZq5642Fksl9/IcKrMCMJcz7uiim6iQWJhJGwIwQmE46Oj75GRpmiZ1BRmqwzCVnoPuI23FlloRab5+E5VVkJfW5xk+McZed3MwU2eE1aLmsqgqW+546Khu+x+oy034tfmhGW1DtzSOYZrNHSWuTByumtEuNHoIbub+AOiLyyMSkZ7ik/QUUinhHvqt+w4AgE14WLMDFvWL69ZM+/lX16+VX12/Nq5t/PxNa+Tr5y/VMyzA1UIpPtm5qEx1GDDRoeHaaT/bbZ7Oj65cGfNzJ1pEdvsbAVjbvr4Kw/fhlMmg0bjjr3QHLrWAPeh53rVLG1vltUYzYe92+RxgfRvbSnTdXk9Vjq7b0xWNUKVKLFCBds/iue/p3re3y+RI1Dpm8EWErxpgLJd0HQFAUkgcBgC4jlPyhll6xHlmVqIJpfgmK0fGZFQknOZnGWNAR0XhIOdbl5mZjNZVOVaFKNcmlc3jmQ3fUZElIiKDcyyproc0rkeAK6UHjK/K4ZR7OgBqVedS5Q3TTb0VGFlYnNS2bLNyicOvqTb5FOBSdDdhLpmp6qvVz9UX2l+TKxuSvDbaTcmUFcmMQJ8zAABQjcRhAIDruKU6FQAgeSQmoacqR351/VoZbipQHYruuiqy5VfXr5XVLYWGbP+GLa2GbBcAGGAFkKw9vRVSkZumOgxYyG/fvG7a9eWN6xp134fRV6//vnG9wXvQlxmX81FKDiMJdmlxmlG9G+ax2r3Or69fKz+5epV88vTFqkMxXUFGiqHbt9YnDQDus7jawitAACYhcRgA4DpOuRmn4xsAjMdkE/eZ6yOPq/q7xa1qHksSnugUM/Jv89DjAMAgTp7YM1CbO/nvhsIMhZEAzpbOygiYYebqTckm4qnotgv47NUAd/L1HNYWa5KIz+vOg9Sdf7V1WOX93z9QJSJjK1vlhlLE57XXNcYO6HYGALUmrnWAm9HCAwAAAIB5WK3KB2JTlUT1OKd/5kvq8+TokRFpLQ0bto+tHSUioiZZAoA7eBycaXTnmX3y1h0LRUSkJCuoOBrAuZze5oN6x+ZoC9M8ns6M7yH3JJjLe3d3xvS8icnk7eVZRoaTNC5pzmKVz/O6zQvk6JER1WEAQMIscjqFhW1YWMy1Dq5H4jAAADbFIJc78akD5qKYhj0dHKpVHYISGRapjLyju0xERLorsxVHAsCpnJo3nBG0xnkcsdu1qHzaz9ymA86R7Pd50RxtYVWrh53SXznv71Setsw4Zy5tyDN+J7CdWL+JVbnpIiJyaoTvEKC3U6l+aBlGX7W5dZhfGquDAABgCobBAQAAAGAeHrI/bGnnjCQePdihUtWRHW2qQxARkaX1+XL0yIhUjg+yAoD+nHl9vnJDs4jY45qDMW89oU0+sK9bRERWtxTKYzdTqQawu6NHRnSpOlWVN7strKoIwJu3tCrZbzRG328fPTIiTUWZhu4D9hRrWys7PSBHj4zI9q4yYwNKkt7fJLcWLDkwWCVfPW9QdRiyrbNUdQhA3EZ1TrPe2Fas6/YAAMDcSBwGAMCmVFUpgTV5PZpcs7FZdRiA4+yw+OAQMJVLx/YAW+mw+DLHdlFfGFIdgiG4xbOniQr7+6kOZys0m4AxKi89q1sKFe4dbqZ3gpvZqvLSpv1MX4B+aI9jqlP6jK027tYk/Vjs6qlQHYLpUv1UWdbb6UtqVIfgGGXZqapDAGAQEocBAK7jlHtxOhUw1SM3bZCT+6tUhwE4Tmsp1YnsKNHJNeevqNM5EgCY7suH1FewcoLMoF8eunyF6jB0xy2ePeVnpMjRIyMyWJc373NIQgGA6X5x3RqpzXfmRCBYn92vyxlBv6Hbp0mqllPefyf0sfXW5OqyCoEb6LmKgEc7PjnTTS5a3aA6BMdZUj//PTri8/3LnNcHB2AMicMAANgUg8rOssiFHSEAnGdxdY7qEETEmKpZdq9IBACwH80xaQMAAKviSgM3ctrdvd5txrOWUaERybPT96ytLCzXbWpRHYatRZpEGa9bdrbrti07oe8ZAKCCT3UAAAAAEDl7qFZ1CACQtAtXNcjuD/9QdRiJY1YOACTNrJVRnDSkVpadKn/5x0u2r34H2ArNPijAYXcc7wVUSnSVIrdoLQ2rDkEJDgt92ek8/9XzlijZr53eo2jyQim6bOcPb1kvfq87ax9yDgLMkRbwyouvvK46DMAy3HnVBQAAgGvsXlyhOgTYGB129uTzaHLD1ta4Xxepw/68YfsvsQgAZji5v1J1CLYzM9ea5od56gtCCb/2wlXWXEr2pJ5yedNGKqapdvVIs+zp5V7U6oL+sSGyt2ybfe9gxDyYjoos/Tc6w5qWQsP3oQezJhoBc7FKX49e34L9g1U6bQmNRRmqQwBczUP7AIjL9q5S1SHYDucZYDoShwEAACyAShfGaSxMPBkAgP301+SKpmmytaMk7tdG6jOqyQ/JDVsWJBEZADuhZZa40qxUU/ZD+xl6+NZFQwm/9vAKa04qOrKjTU5bUq06DEs6emRELlvXZMq+zlhaIzdtW2jKvpC4392wXo4eGZG9veZMekn1ew3fR3ZaIK7nk8AL2F9ZtjntbzcImnCejobzsovwUc/icfF7Qg8HErGtk8TheHGZBaYjcRgAAMACYu0UoOMwfnS4AO4yUS0ske++ZvMee3tHDwAA9HRyX6VsZxBxlj2LK2RVc4GcubRGdShQrDgcVB2CLs5dXit1BSG5dVeHiIi8cV3jtN9//uz+iK83upvpzjN6pSY/ffZ+Z/xs1sQjQMQ6FYcBJ+NrhkS4efyLaxMSYffxDBWsMEkIsBIShwEAsCluBQAAVqO6KsTZy2qkJj/xKuNR+6Yt3nlN/zKgH6/Fv+9w1oDizONt4icPPbdIwg1bW2WgLk91GJYTTvPLR07tkbxQiupQoNgPrlgZ8fdGXGeMuHRduLpBvn3RkGwdnyiQG0qRuoLj90SLq3P032kcBury5MYtrVGfpzpOuMsod88ALICEP0zFtQkwh0/1IBZgMT7VAQAAAIDZxEbiFhAwj0dxp0uyp1K7ny88DkqiA1SjD9n6Rh3UgL5kbaM8+MenZXvXWNLX1s5S+cVfn5VL1zRGeSVsQ9Hh6qTvCQAAerHK5TE/Q59JLE6aUAdnu+NAj+y//b9Uh2EZfHUBwHxejybnr6yX1c2Fk49dPdIsLcWZCqMC1CFxGADgOnSkwZos0mPtQD4vpdqQOL6Z8VGdaOf3JhdAtCaC1VsQQT/nO0AvLFsHM2WnBeTm7Qsnfw76vXLTtoURXgG7UVU9ypdk2wiA86X5vfKMvKo6DMvfa8FZrNLXwzgF3GZ5Y4HqEGCA6rx01SE4gp8lhwBTaJrIRasbpj12xtIaRdEA6nH1AQC4jmMq7tCxCMRkc0eJ6hAA1+gsz1a6/0PDdUm93u6DdnaPH9bzthPaVIegzBUbmlWHgCicclsH+7LDZXdjG/dCwFRXj5hzfb98fdOcj5u1JHk8fZ+3ntRpYCTj4vizS7NSddnlghIqhmF+jhkfGGeDJgnioPrztEMbF3Cik/srVYegzCku/tsBQDUShwEAACzAYf3VlsJMbcA8HsUlh9MCyS2qE63CaCoVSOEyzUXuTbgIp/pVhwAASfOz+gowTTyVpJK5s9nXZ5/kh6LMoOoQpqkrCOmynS1MIkcEdMMC8/OQOQwo4eaVrxZV5agOAQBci55DAAAAmzttsFp1CACg3K27OpLexslRBvi3dpYmvQ8AAAAAzkbKVXRG56UxQR+RcHwA89Pr9Mz3LDraCwAAQDUShwEArsMy3rCiZPrRuiuzdYsDwHRcMexjZlKvN4HrfcAX+RbZq7iicjTWjg52RLMZAOZHMgRgX6ra9TmhgJL9qjJRzXiulVuMPodmBFk9AvMLOKwiP/dtyZm4JozSuBMRjifEL5nvjs/ifa0AADids+6MAAAAbCrWvpWZ3SjnLK+V9a1FuscDYAxDBvaVnuJTHQIAAHAwD4PcgC196ORuufeioajPMyJx6uqRZnnLtla56/AS/TduQV86d0BERDrKs+Tm7QsjP3n8/dbrHnxXT7lOW4ITVeSmqQ4BFkKLbjqNd8Q0bk7Sri8IiYjIZ8/qUxwJrMDFX4Wkufk8AkAfJA4DAFzHKTPHuReAiMi+vkoGrAEAIiKSESRZGoB7pESpEg8AwFzWLCiSqrx0JftOC/hkb2+ltJaGlezfbCVZqSIytvrbSTMSeWdWfZ6oTpyVmnyl4OJw0PKrxQCwjpz0sWrw+RkpiiMZozwJTKf9j1KOISqnJGknssrrxEtYIQBGy6S/HAAioocdAADAAuhIM47yzlYAtvChk7tVh5C0zops1SEAiMGm9hLVIThCQWZQbtiyQHUYAGzgtMFq+eYFy1SH4Shv5vwbkVX6IVTd49x1eMlkteEJmqbJHQd6Jn8O+r3Tfn/BqgZ510kdsrK5IOn9O6RmBBAzI5MPK3KcX515U3uJvOukDjk4VKs6FMCWEinWxLUaZvnmhdwH6uXu892xagrgNiQOAwAAWECiHSUWGYuyNDqhAMSiWlHVMQDu012RpToEx9jRXaY6BAA2sLAsUxqLMlSH4SjpAXtV7mpK4PMP+rzRn2QBc/ULTRzvC2KobGzERPa6gpB0zTGpcXnj/EnBAZ9HtnSUJlS1EIBxJqqBO5kmIls6SsXnJW1ChPEGM1XkOiMxP5mWBJd9GK04nKo6BEOZ+RVaUOKOVVMAt6EFDABwHad0QDvkzwAASyPx3N6uHmmO+bn1hSSTAIDdOGVpVzifyjblfRcPqdu5QjnpgcmJYZwr9HfMZjdKnzmzT754Tn9cr8keX7o+EbEcc/Hcq0QyV6LbLTvb5c4ze6U0S02ihEdxpyV9pojkPbs7VYegO455wJ6cUuVa9XUf9schBADqkDgMAIBN2WyMBlEk+nFyQx0d7xHgXmXZzq4oAABwBpqrMFJNfkh1CErkh1KkrWysIpIRFVXdzm7vaHZ6QLorc1SHMU041W/YttMCPhmozYvpuUYk1ns9XNlgXcVha1XQjXf1o4zg7Irvho4TuODrXJ1vrRWoVBe+oS/dPE65XibyV9itLQlYljNOI6ZiYjEwHYnDAADLe/iqlbpub5SMW1gQxyUAAAAQHwa1AQBIjhGJ9arzoGgewE6+fO5gXM9/x4kdBkXiTgGvR/YsrlAdhqWQUAUzTT3aFpaGlcUBtTjvAIA6JA4DACyvIMNaVQAA2ItTZu4DAABnYLoYZuKYAPQ3dWIBA9Ewm9sntqivlunyDwAR5YVSVIcwTTgtvurjqX7vrMc45BN347ZWzhkz6PV2NBZl6rMhWJ5e97MNhRk6bQlwD+5148eKRMB0JA4DAGBT9Gc5S6wFh2d+7twURuf30uQF3Ipi7gAAO+DeDgAAwBxVeemqQ9CdkX0fTm+m7uwuUx2CY21uL1EdAkyi13lidUuhTluC3dAnAjN5OOCAaciiAAC4jlNmkJMM5SzMcASsqThM1Xs7aCqauyKFEwcEAQDHOeWeqDQrVXUIcIgNC4tUhwAgRk7pnwTgbMsa8lWHYJgDg1Wci+cQ8JE+gjjp9DWqykvTZ0OwHc7EieMyFr+VTUxSAKai5QcAAGABTkl6AJymPIcOy5n6a3JVhzDLpWsb53y8uTiTCicAAEv74RUrpTKXiS7Qx627OlWHALegD0OpjW3FqkMwjB65DyRQwG2MPObPGao1buMmW1ydM/nvh69cKVdtaFYYjXWlREkczk0PmBQJnGx0jgGxpqJMBZEAcJNvXLBUrhrh+g9MFTVxWNO0j2ma9oSmab+a8liOpmnf0jTtD+P/zx5/XNM07d2apv1R07RfaJrWZWTwAAAkYq4bUjuiE9xZ6gpCCb2O4wAARDye+U+GRVSNBhJGOwNW54RjlOuUehUmTBQzqxeCCnHHjSwsluWNY1USG+dZnQKJS0vxqg7B0oy+PvVU5UR/koXVR+gD0+P7uqaF6utAomYmhUbqb7GbzKB/8t8FmUHxeWk3zWVrR2nE3wf9zmoDdFVkqQ7B9ta3Jn7ddcI9PZLHcZA43rr4FGYExeugtg2gh1haxHeIyLoZj10uIveOjo7Wi8i94z+LiKwXkfrx/84SkffrEyYAAICz1eYnmDiscxwAYEeRzoVOmTAEAACMkegkzniobo/89s3r5Hc3zOzid65fXb9WzltRJ9s6y+SX162R5mKql+lchOVgAAAgAElEQVQtLWCfpKHSrFTVIejOTu//TL+7YZ3cff7SeX/fUJghp/ZXJrWPA4NVSb0ecLO3bGtVHYKuPnNmn+oQbOeydU2qQzDV20/sUB2C7Z211DmVyQE4m4csdWCWqInDo6OjD4jI/814eIuIfHz83x8Xka1THv/E6JgfikiWpmnOXTMJAACFyINylkQ/zowplRIAwAyjrEsMALAIn82rhJTnOC+ZDdaUGvA6rjpcJKEUn2jjA4LcMydvriTVoM8+x5OKStxaDNO828vCCW+/o1y/6og5Ji85H/R7o34m6Sm+pPaRbfLfBDiJ5rCEmqCfqsLxclKV6Vh4FR3zTpzYFA96lzEVEz3toyYvXXUISUm18QRMwCiJtpYLR0dHHx//9/+KSOH4v0tF5H+mPO8v448BAGAZTuv8grtxkwMA7rm2h1NJfAHM8NjNG1SHgBj5vB559CZ7fl7dldnywKXDqsMAHGVRZTbncAMM1ObNekxFMm6iVFf8nk99YYaS186UEfRLi4OSNR69aYOEkkw8hnk2t5eoDsF2jJ7MHal3pbc6x9B9wx6c1gWn6u9585YFanZsOQ47oBC3aze1SGWuvZNR3eTei4dUh5Cwx27eYKv7WMAsSX8rRsd6XeK+S9E07SxN036sadqPn3zyyWTDAADY3EBtruoQbMdpHTRuZ9WBLACYyW6nK7vFG4nLir4Ayhg9GcFJ5yUrsGtFLE3cM/HF6rgXc459fZV8r0xSbfNKU0Yz6jDc2lEifq/+G/dYbPw8mffPru0Ct+KUbS92XN67akoymg3Dh4NxPAJj7HhtsZLagpCp+7Pz/badYweMlGh3wN81TSsWERn//xPjj/9VRMqnPK9s/LFZRkdHPzQ6OrpodHR0UX5+foJhAADsbGqy8IqmAjl6ZEQadayYMR8GBWFFsR6VsSx3CQBu45YzI51bAKxuQYlzKhbCPeghcI6tnSx+aIajR0YkN5SiOoyYOakNfetJnfKHtzi/qjZdt8D8VPYN2+10uqalULLTA/LBk7tVh+IonKOhC44jQBd5NrovA2BNiSYOf1VETh3/96ki8pUpj5+ijekTkWdHR0cfTzJGAIDDeMcrP5yxtHrysRVNBSIicnhl3eRjaQEvS3LDNehwAwBE88a1jfP+zm4DeADgdmcP1aoOAQBgEJrmAIwyOke2nd+rX9lwuqgBczhpPCgtxZvwa+nPBGCGLR0lqkMALCvqnYSmaZ8RkR+ISKOmaX/RNO10ETkiIqs1TfuDiKwa/1lE5Osi8qiI/FFEPiwi5xoSNQDA1rLT/HL0yIisaCqcfKwmf2wpjY1txxtuv3nzOvn5tWtMjw9QwkEdRdDPrbs6VIcA2IJbOplPWlwx7+8eu3nExEjgFqx0ABjj6JERWd1SGP2JAACYwEnJS4AdbNU5eWWiUIvR7HaumOgrslvccAen9GUePTKi6+QFANDbwaFaeddJnarDACzLF+0Jo6Oju+f51co5njsqIoeSDQoA4B5VuWlycEalpdMGq+Uv/3hRUUSAGnNViwAG6/JUhwDELS8UkKeef0V1GJM4uwKAeZwy+Al34bAFAGuhPQGo46Sv38l9VdN+dtLfphLnaOiB/loAZuG6BUQWNXEYAAAjfefS4VmPvWlTi6H71GghwoKofICZ9vRWSH5GiuowgLiFU/2WShx2moygT57712uqwwCAOVGlGnZkRh8Bt3uAu9D3mBz6yOB0dj1H2K3wRWNRhuoQAERhz7MhADvhPANExroBAADTvf3EDqX7H3VI7/O6BUWqQ4COnHFUAnCD+c5XV21oFhGRm7YtNC+YcU5OVLt+8wLVIcDF7DYwbBeb2vVdmthKrtts7CTQ+Qw35ivZbyLsFCsAwLoGanPlA/u6dNmWQ7pKgai2dZaqDkFE7JvAwrkCIhwHenFyX2a8btq2UEYWFqsOA0CMrh5pVh1CzOoKQrK3r1J1GIClkTgMADDdUIO9B0oLM61RATQ3ZI04YC4SeNyDrkPYzc5FZSIi0luTa/q+bVqsJyanDlSpDgGAzpy8okBXRbaS/d5+YLGS/SbCTrHCfVJ8DBcAejDj9uTOM/tkXaszk2ycfH8Htd65S21BE7ujVxqAXqYWeNrTWyG37dVnMhQwlwtW1asOwRBnLatRst8zlqrZbyK+fdGQlGalqg4DsDR6AgEAprl6pFmu3aSmApWePrCvW3UI0leTozoE6MwplbChn8MrxjozBuvMT8Kcz+qWQtUhwAJu2rZQVrcUytoF9jge9D69nr+iTt8NAhZGBRzj7F5coToEAOO4FwMiu2ajfSpKzcXKrZlwql91CABspqdK3bhAqt+rbN/JGGrIlxVNBXLVSLMcGq6VW0kgTwqTO8xz4aoGxye8aRxQMMGp/VWqQwAAyyJxGABgmjOW1siBwWrVYSTl6JER6VRURWuCz6PJZ8/qVxoD9BfrUDUJPO5RFA6KiEhWasDQ/fRUxX5O6yjPMjAS2EVdQUg+fMoi2WeTJZ707n++aE2jvhsE4ErLG+29Cst8GPQDAOepzE2Xo0dGVIeROAWXplgvh+sWFBkbSIyYPgFVaDnGL2jT5F0VJs7FqQGvfGx/j1Tmpsula5tka2ep2sBgKVa+hX3DqvrJFd6cikmcMEN2urFjbABgZyQOAwBcZ67BbCvMls9ND4jXY+FeChiK/hFM9dXzBif/fe3myJXahxoSTzw6qadcPnJqT8zPPzBYlfC+4HxWrZZ1/kr7L0V2+/4euX7zAtVhAAAAWNYNW2grGe0D+7rl5u0LVYcRt4+cskh1CPO6ZK01JiXaJWnni+cMTP779CX2Lk6BMVdvtP/qhAAAIHFWTt4HADcgcRgA4DozO8MvWt0gv71hnbzthLbJx963t0u+fGhw5ksN9ZNrVssjN22Y9pitK7ogLqMx1neJ9Xmwr1P7K6Wt7Hhl34KMYMTnf/y0xZODtyf1lEtGii+m/Xz2rD45sqNNwql+OXpkJOL55uqRZjl6ZETSArFtG+7j82iWrTIZTvXLquZC1WEkZbipQE4dqBIRKjLBXLQ7ALiBVdswiCw9cHwC+OKqHDmZ5WcNt661SHYvrtB1mznj1b+uMTB5sCY/ZNi25xPreSWH6mcxu31/j3RXHl8xychjBubJC6UkNSHetmza9Aj4SCsASX7QF/di4AgAALVo4QMAMG5rR6nsWlQue3srZE1LobSXheXwijr50rkD0V+sozvP6JVVzQVy+4GxKqBfPjQoN2xtlbdsazU1DpiMvBzo5H37uhJ+7XWbWuSuw0vklp3t0l4Wnnx8X1+lHqEBCnGSBQAAAKxmYnI/CQOYyiYFkAHXuXFrq+S6YMJD25Q+USPde/GQKfuBRcXY+NFoJQHAvHZ0lakOAbA9EocBABgX8HnkrSe0yVu2LRSf1yOapsnFaxqlqyI7+ot1NFCXJx85tUeGGwtERKSjPEtO7quUnd3lpsYBczEmgmQE/WPN+tSAVypy0iI+d1Xz2LnF753d6bh/sFpaS8NyQneZfOW8JVO27531XMDvPX47mZXmVxjJWMVjt8hKc/4gHayDASogfssbXVg1D1F5qKSlO+6hnYWvCKKh0imgXnZaQC5b16Q6DMMN1OaZsp9aBRXxYSEub8y6/M/HFCmMPSEJb1zXqDoEwPa40wYAwCYYRHE2qqkgXv01ufKJ0xaLiMjm9lK5dG2jXLq2USpz0yef8/HTFsuiyumTH952Qrtcsb4ppkkRdx1eIu/Z3TntsW9csFSH6OEEvdU5k//+4jnmVuefqa0sS+n+zXTnmb2qQwAcY3tn6azH3nVSh4JI4AZFmUHaUS6W44LqfCqNknpgW0YvT3395gWGbh/GmHlY1BWEZKA2V00wgAHsOkGT8QnjnNrPam9wJ04r7pIZ9E37Oej3zNk3h9iMMrAc0W17El+dFXATEocBAK4zc1AiY8aNCqACA52YEE6NrXLrZ87qk2UNYxXtvB5NDg3XSVpg+vlsqCFfDq2om/ZYTnpAzh6qjWmAtrU0LJvaS6Y91lSUGVN8cL6px9DUhHUV3DR4VZYduao4gNg1FmXMemxLBwMWSM58l6QtnSW0o6Bce7l7JlvBHiYGu41qzm/v4roeC6vnHByMsQ8DQPJSA5ErP9qpDzvRs4aK0831W1rN3ynUivE4s9N3DojmvBljVecN14nPS8oaEhfpVDrSVmxaHICdcRYGALjOzBl4J/epn839ubP6VIcAxaw+SAPzzEz0TcRN2xbK4fHtLG/I133W9gWr6nXdXiw6K7Im99s0R6IX1Lj/kuXywZO7VYcRlV3PsddualEdAgAAgCXZtX2H6SY+RpJCAbiJlU95S+ryVIcAmIo2iBq05YHkcf4SplYAOiBxGADgahvbimOazZiVFlsF0ET11kRfbm+i+V+Vp7aqIwBjpfgiV/aIxZ7eCrl4TaOIjHUevGOXvsuuZwaNPSfO1F4Wlv84d3Cy0upWlq+yjOq8dFm7oEh1GI5VmUt1YcBI2ekB1SHARfLSU1SHgHlU5HC9tSP6Ruxrahu3IGPs3Gh0v5tVWWWovzQ7VXUIEVnlfYIxSrKCqkMwnZWPaZKQrP35AE7DKcddNJecYc06rmcWSjNTio9UQ8Ap+DYDAFztyI62mJ73n29YKp88fbEhMdy0bWFMz/N5PXL7/h75zJlUJ3YiZkUiHj+6cqXqEAzTWZEln51ShX1kYbF89qx+ERHZ3lkq79zVLmcsqVYVHmL00VMXqQ7BUB8+xZy/zy2dqYAqJ3SVqQ4BOlrRVKA6hIgODFapDgHzeNNG+1f4/+I5A/LlQ4OqwzDVJ09fLLfsbFcdBuJ05tJq+eYFyyZ/Pmd5rbxzV7tsbi9RGNX89g9UqQ7BFDdsbVUdQsy+dO6AfPuisWPo7vOXyJfOHZBN7SXy/r1d8t1Ll6sNDgl508YFpuxnYqICkkOVULz2OgcBgPjduqtDRl0yEprqT744kNXde/GQ6hBEZP7JPke2x5Z7AUDEpzoAAABUCqXEdiksDqdKcdiY6hsDtdGrDU8YtvhgOBKncmYo7OX9e7ukMDP+aiw+jyavHbP2cXb0yMisx27b2zX5b49Hk22dJHnZQWWusyvAreR6DDiCx+OO5PzqvHR57KkXVIdhuJ6qHLnvd0+oDmNesax0AzWccC5oKAxJRgyrgkT7S5uLM+X//c8z+gRlIL9Xk7xQCtWibeiqkbFE/UPDtXLb/Y9IYUZQBuryFEc1v5aSTNUhmCI9YK3khkhdZF0V2ZP/XlASnvUY7Cc14JWa/HR59Elj26uLqqxznFi9yrdT+KmGaIhXXz+mOgQ4gFsSSHFcYWZQnnjuX6rDMIUbhnsnVge1qon7BADRkTgMAHAdltuCFcV6I+mGG04Y4/uXrbBVx8y3LxoSVTkcqX6vvPTq6ySHOohtT500WYCo2srC8ou/PKs6jLjRpnOuue43v37+UgWRALNF6g75/Nn90liYIe1vvse8gBJ094zvFOdU+7lgVYMsqsyxdNIwABjlwKB9V9Ky09BKZgyTqlSx87y1l18jcdhMTl+NzOl/n9PUF4TkD088n/DrZ37ejNcnh/dvbh8/bbEsLCNxGIgVU+0AAK5DZVcAblQUDkpbWZYu2yo3oLJXR/n02OoKQlKTH9J9P5FMLCF1zfhy1SNtxabu30nos9IHbyNUy0y1/nzzfb2VSb2+pdj5lQS5/zHXzPd77YJC11SshL0trs6RcJp1E2ymygux3Lzd+b0eVtWyEKs1FbifdB+3feReA7JGjdhmImrznb0Cld7seD/aRjIW4Fp7eyuSen15zljF/czgWH8jbb7k8PbNbaghX3UIgK1YfwQIAACHs1jfPBSx2iANEMnqlkL5wsF+KQ4HRUTkldeOyU/+9A+59N9/Meu5Xo8mrx8blf6aXPnBo09P+91bdyyUJfX58tM//UOGGhO7mf/4aYvlr/94Sa78j1/O+fufX7tGvvGrx2W4sUCefelVWf3OB6Juc0tHidQXhmRRpXWWsYS10KkJt7D6snMiIjsXlUl1frrs/MAPEnr9Z87qk78985Ksf9f3dI4sMs4j7vCFg/3SyvKIgOE4p8IoRh9adAXFhu84EN0Pr1gpPW/5tuH7idaH/aVzBm2xeoFVTNyP2sm/ndAuA0fuUx2G7bn90sZ42Nx8Hk1eO2bdN+eEReXSV5srZ33iJ/Ln/3sxptekBbzy4iuvi4jIutZi+cLBfvnWb/4uH3rgUSpOQ1dTxywBxI7EYQAAAAsYZbgIMSrNTlUdgoiI9FTlTPu5Jj80Z+LwhNSAd9Zju3rGZqiXZiX+Nw015Mv9v39i1uMBn0deee2YhFP9k/spyIzcabC0Pk/u+c3fxefVZv19sDeqbQLOpWnJnbPDqX4Jp/qlsTBDfv/353SMzDrcsnRhXYG5KxXMZ+r7TXsCMAdNPczH6tdAq0SX4tdvcdK0Oe7949VYNL0CZ4UBqx4BTpOfYY1q/HZZvSASMy4dy8arIU7cj9qJHud5K7HKtditLN5UM115Tpo89tQLqsOYlyYiTUWZca1Q1loalocf+7/Jn3uqcuQv/xhLOq63SD+ObfH9mfYe0AcHJEa/3gAAAJAQ2vUQiX2gk/FQd7vnwmXSVpalOgzLap6yvN/DV66UH16xct7nvm1Hm4iINBVlTD727t2d8p1LlkuKz1kd4Co4PXlD0zT5yCmLTNkPAHP8+zn98v3LhlWHYQi3TJ5Y3VIoB4dqVYcx6b17OlWHAAPdd/GQ6hAgJBrYjdcT+QPb0VVmUiTW4YnynpglLaBfjaGHLl+R9DY2t5dM+3kRSQAAHOb9e7tVhzCni1c3qA4BcDVrtAyNMfXebWtHqXzjgqWyqqVQXUAGckuhqG9fRL8I4AQkDgMAAAA20VCYEf1JFtFXMzawt761SERE+mtyp/2+pyo76X2sWzC27fLssepDWzpKJreblRaQojmWJWooDI3HNxbPhoXFk78L+r1SlZeedFywnoHavIi/zwzGP1BemWt81SsndxYDKs31nc8I+qUsm2p2djdYlxv9SSYJMhHJ0TJtVhluAm0LqJQfilwNc3ljvkmRxM4dQ/76ykoLqA4BmNNiEtCT5tE0zos6mWtlNivISKB/DEjEyqYCEeGYc4OldWP98sVTxmo0TZOmGStMwH6ssvKXiEheiHsQIFFciQEAACwg1k5XBnrd6efXrhGLFCKK6N6Lh2Tl278rIiJ3HFgsz7/8mmQG/fKmTS2SH0qRkbaxJN2AzyOhlORuRR6+aqVkpY51BtQVhOShy1dIcTgo+weq5PmXX5v3dV85tEReevV1yUkPyA+uWCGFGUF5x7f+O6lYMFsi1d/yQiny1PMv6x+MiJyxtFo+/aM/ydGnX5zz9z+IUJ0agPP84IqV8urrx5TG4JIiwK40UeGZSqgwk9tOKW6ppO400c6Lm9pL5PBnfmZOMABc59SBKtUhWF5pVmrE30erHO8Ubm5msPKV9Ti1cuk1G1vk3OE6Jhy5wKHhOjlhUZkUhyNfYxA/jRHjKZ0hvBdAoqg4DAAAYAEMfCKScKpfMoLWr2qWM6WjL+j3Sl4oRQI+jxRkBEXTNCnJSpWSrFTJC6VI0J9cZY2CjKAEfMdvZ0qyUkXTtMn9zic14JWc9LE4i8Op4vFo0l4WTioW6COZWeHRBq80TZuzAvWE9CQT2Y1SlUsFbMAI6Sk+BqdgmIlWvYdBd0fj0wUAwF5IiIzOrisq6K2nmurUgNF8Xo8UZs7fVwtrSmQU0+PRSBo2SC/Xqyl9cErDAGzNmqOjAAAALhPrDTfpxYD+vnBwQF4/xrfLSt6wsl7OXFYjrdd+M6bn+73R58TabX7G189fKhW5aarDAGAQJ+YtfOr0XtUhWMLk9caBnzGsi8MNMAbfLQBuwjlvzHBjgeoQLC2WCpdXjzSbEIm9MZkBQDJKwkEZbuJ6NdEHxykVSBwVhwEAACzAbgltdtNZkaU6BFdIS0muirAqAZ9HUgP2jN2qIlV9ns8J3WWT/15anychi1YBNktmqrv/fjhDU1GG6hBmaSnOVB2CY9m1HaA3mvVQwW3HnVVXi0BkKsZyAzFMMASg3omLylWHYCqr5rbEknRDHzZi4bNR6UeSzYDY8XWJTVrA+PtVVgkYM+q63hBAf/SaAAAAWAI3N0ba3lmqOgRXSPF55Y9vWS+P3rRBdShQLBxHx9UlaxrkkZs2yOlLqicfW1TFMlvxDMZ95dCgcYEASfjUGdarQHv3+UtUhwCHGx0/gTOgBhjjkZs2SNA/faICd9OYT8DHEBhgB2ctq1EdAoQEykQ8Qh8oAIs4NFyrOoRZ3DpO5PdyQTXLZMVheuGAhNFrAgAAYAFUa4BT+Lwe8dioqgTU0zRNvB5NNE2TjBSfrGqOb4mt5Y35BkVmH5W5aapDAOZkxauBVZYDNbPtZ5W/2Q3WtBTK7sUVIiLSTHVrWJATzgfeKfca9v9rAAAizrg+OcHJfZWqQ7AdL32gcavJS1cdgq2QDIdYeS14LWWcCEbLTguIiMiZTEIDEsaaXgAAABZA3jBERPb2VqgOAVDql9evjfs1vdW5BkSiXjx9vVnjHWQAALU+dMoiERE5emREcSQAAABAfE7oLlcdAuwgyTzA+y5ZLm/47M/kK//vb/rE43CjjBwBtkOhKHNM9L3RBwckh4rDAAAAFhDrjWSQZTYBKNRRnqU6hITp3V9ndBEHOhiB+KxvLVIdQlwsWAgmaQ78kwBYXH1BhoiInLmU6kIAYHdXjzSrDgEwRQr9+5ZCRV9YyeGVdQm/dmN7iY6RRHbOUOJxAgCshZYpAACABcQ6c9znpfmWECdm5wBzOG2w2tDt37a3y9Dtz/Shk7tN3V88SOyFWxwYrErodT+9ZrW+gUTx/n3WPV+oNsoJC4BDhdP8cvTIiKyz2eQRAMBsZyytoWKcYvSemiM14FUdAqagoi+sZEt7aUKvW9NSKA2FGTpHM9vEt2WkrVgOryB5GACcgMwTAAAAOB4d33ALO+bIb2wrNmdHNhsHsONnCVjdpWsbVYfgaPUmDFIBMEZ7WVh1CHABjQbunHYvLlcdAgCTvc7EPgDAHJzUXO6ssO/Khcky4yr/xnX0cQLQh091AAAAuJ2TbgSROPqLAejBbueSG7a2SmVuuuowEsL1G4jMSlVua/PT5d6Ll6sOYxoz3x4zdnXp2kYJpdDNCFjdfM2XT5/ZZ2ocAI67eXubfObh/4n6vJGFJk24BOBasfRzUJ0VTqNRcgRISKR+LVYQMN6KpkLVIQBwCCoOAwAAWICFcmsAYF56d6Wvj7KsdF9trm770ntwa67z9oiO1ZMLM4Pz/u5dJ3Xoth8A0MOOrjLVIYiISFdFtrJ9t5ZmKts3zGe1yqmhAIn7gNORrAe3uGpDs2zvSmypdsAO3nmivft0LNYMdjzGjQDMdOsue19HAFgLicMAACjGjT9EGAACoA+7dd7nhVIi/j4z6Jf37+0yKZrkRUuEjoffO//t+pYOBlFhfZqm0bpxiUWV2VIUnn+yg5nSFVY9HqzLU7ZvuFt2ml88ntgagXZrK8J9dnZbYyIKAHXOXFYj77B5YqVdWW1ilFMNNxWoDmFeHALm4a3GXBI9D/PdtRajx/23dlpnbKCuIKQ6BABJInEYAADAAkggN9aWjhLVIQCus7e3QpftDDXmR/y9qo5ROmThFrRRjGHmOYTTlUn4rrgK3yvAHUiiA4DprHh/2FSUoToEXZzaXykf2NetNAazPt9L1jSas6MYcKkHEkMxJABwBhKHAQAA4HgZQb/qEADXWd9arMt20qIsvW2lQSsrxQIAAAAgOaM08AFH2EpBAUfb2KZP/5Nq129plXU6rmRlZeU5aapDAJCAqW1jjem0EO6XACcgcRgA4Dr7B6tVhwDMwr0VANhLTV5I9vVNr6pMlRJgOqO/Eu/e3Tnt58+d1WfwHvXjpLYf5z5ArXgqojK4CwAAnCacOrtghNdjfJvnU6f3Gr4Ps7nx3s7q9+Zu/ExgTWcP1Ugo5XiBj7OGaqQ0K1VhRFZm8RMLAExB4jAAwHWm3tioVMGsakzBsj4QoTsBSESsHeh6DwR4PJrcuHWhHD0ycjyWGck4xeGgvjsFMM3m9umVw3prchm0mAPtCwAA7M/nYTgPcAqrJyrazhwdQ/t6K+Z4on729lbIkvo8Q/dhVeSxAtZjxnXlivXN0yatZgb98tYdbcbvGABgKHoaAACm2D9QpToEy2LGMAAgVncdXqJkv2/f2S4XrmqIKxFWz+vbdy5Zrt/GDKTimn7HgR7zdwoALpbiozsV1qLH0qBWmWA9nzOXsnKUW5BLN7fa/HS5bvMC1WGY6pqNLXL5+iZ556521aFAkffMWF0EsBKnXq/cmNRu9fE5N34mADBhS0dJ9CcBSAo93QAAU1BxD4iMDiAAsWgtDSvZb2VumrxhVX1cS2HrqSovXVY1Fya1DSNPszu6ykREJOCdfottxrl9eWOB8TsBAEw6ua9SdQiALraOD8BlBq2dNCwictVIi+oQAKXuvXi55KQHVIdhqtOXVMvBoVrZ1lmmOhQosqmdRBHEiI51y0nxe1WHYHlWT1iGvXA8QRWjx4uuGmk2dPsASBwGAACwBLo3IcJSb4BdXbu5RS5Z0yArmqYn8Y5ydgcsQdWkh0jMDCmeXXWUZyWwfeu9vypwxncXK51WEj3HXbquSedIjHH7+OoK79ndKV89b1BxNHAbK7YhAAAzKDhXO/XqoNdbeUI3kz4AIJp3ndShOoSkGX09pM8RMB6JwwAAKMaEeIjMrlIJANCXHst4zycz6JfzVtSLx0NHFgB7O7yiTnUIlhdO9asOAUjclKZKesD6leC6KrJkeHx1hU3tJdJWFv/kBsBsdvhuAW5juUkANh4PsEvolvvMXcZvo7EOVUdKkKrMgOtt6ShVHULSClUC7/4AACAASURBVDJTVIcAIEn2abUBAOAw9F1hqpaSTNUhAHAAK11arBSLme46vCTpbbx1x0IdIgHcyS5tbEdNHrTYe37rLmMrtpw9VCvXbWoxdB8A4ESxXKOdcH0kWQ3Qz0dPXaTLdoycSAz1OOtGl+LTLyWE65w+FlVmqw4BSBqng7lNNDvcUH39Pbu7DN/HbXuM3wfgZiQOAwCgCP2VAAC9GXVpSU2gapZbL3OtpeGkt1GdF9IhEsCdaGPPNvUtaSuLfI5ywvvXUW5sRdKAzyP7B6sN3QcQj/KctIRe5xuvBFeZm65nOLpywCkJU9jxGpNIsiH5E4B+VjYXqg4BIuL3WvvMRuJadNV51m3vqeZTVB2ZBGw4gR3b92ba0lGiOgTD5aQHDN2+36vJSFuxofsA3M6nOgAAANyO/gEAgNUtKEk+GTZZdrxe0nkKN9PEOglfNjx9IAlWOe4As3wswWqMoRSffPiURdJVYWyyPQAAsL41LfMnad938XL509MvmhhNfDTu+JAEo5PeksX9LWLBeRBOlZVm7XM04AQkDgMATMHNLQAAxjOii7Am39pVSazcLdpYlCFPPPdy3K+zY5I0nMtuy/rO9f2pK7BeFW8nfc8d9KcAMbPSwGxuKCXh166OkCQE6M2O1z6qAQJwi0gVactz0o6vcGDB+0NO1QDcblTRKDznXwCwPxKHAQAAAACOZ2b36V2Hl0g41S+ZqX5pv/4eQ/bx/cuG5ZkXXzVk24AerDKcnBdKkVt2tqsOAwCQAAvmJgFRcdgCsCWSvxyNNhUAs9x38ZDqEJTjlAvATjyqAwAAAAAA6KPaQtWBzRpzKstOM2lPsWstDUt5TppkpBg3V7csO01aS8OGbR+YUJOfeLXegM/8bqf2sqxpPy+tz5N0A7+LibLqwG0iYVFhZkxlrvWuR8BMfF1hdaqqpQEA7Iv2TXR1hbHd15eEU6M+h/fbXLzfsLLcUGDWY8n0IzqNlVYqcpricFB1CIBjkDgMAAAAAA6xZ3GF7OmtUB1GTDKD+iTybVhYFNPzrJqkB1jdKf2VCb82I+iXG7a26hhNdLfsbJeGKYOio3z5XUfFZ37z9oWyZ7E9rr8AAGORHgBYj8ZMN91Eamk3xJic6mYPXr5CyX4PLquN6XmrWgoNjgSAkb5/2bCp+2sqypTPn91v6j6tJivNrzoEV7r7/KWqQwAcg8RhAIBrdVZkRX+SgXqrc0REJGTBCmgAAOvKjtAZpWna5PXF6op0mhXuxAFA5/1FsLNEv2MTr1rekC8iIukBr04RRZYa8JLAOUNrCdXJjbayucCR1yNANb5WzhLLvA6uWQDcwIrV1RsLM5LeRnEM1WqNYKf2QmkW75HRFpRkqg4BMN1EZVsVK/Mtqsw2fZ9W0lI8+5xDEQNjZQR9kpM+u9o1gMSQOAwAcKXvXrpcPnV6r9IYbtzWKt++aEhyQylK4wAAAACMUp6TJt+6cJlcOdIc8XmRJkXE69SBKjlrWY2IOHNyQbxOX1pt6PattvSiis+8IIMlEgEjMN7qPgcGq1SHkDQOWwB2tK2zNKbnRWppq7r1mut+hNtA9/rc2f2yvDFfdRi6oV2BeP3oypXyk6tXmbY/j0eT+y9Zbtr+rK5kSrEUrkXGeOPaRtUhAI5C4jAAwJUqc9MlXXGl3xSfV+oKWL4LAGBxBvVQm51opqKjnc5BYEx9YYb4PZG7oGrz9WsXa5omTUXJV8wykpnnh3h2RVUUIEY2vcYvqctTHQJcLJZrHxN+AECNWM+/VrxbqGWMBVOEUnxSrqDqKmAVhZlB0wtWVeelm7o/K8tM1a8wAubm8XDPCOiJxGEAAAAAgP507r9xU3cQ+RJwJI7raZyUn2u1cxbJz8D8Dg3XyXcuWS4PX7lSdShwgHec2K46BACABa1pKTR1f92V2abuz+2sdv8HAFZDrxQAOyFxGABgCvoSACC6/tpc1SHABpxShauu0NyKMGYPXAFulxrwGrr93uocQ7fvJMXh1JifW5NA5eeVzZxfAbvweDSpykuXgsxg9CdbAAOu1pbiM/Zab1eJ3K1ZfaUEwO6sVnHf6fPcQkG1Kz0C9LHDbYYa81WHgHHrWosm/23EKE5pVux9fAAQCxKHAQCmcHhfGADoYmNbieoQgElBf5K3i1Eu/s0JDo6/bUebNBbG/9pzl9fKUINdOlGdkRwO97p5+0IJ+o1LJsoM+v4/e/cdH9dd5nv8OdM1o9FIo1HvXZZkSVa1ZLnIVbbjksR2bKfZSZwek16dnoAJoQTILrC7hJINLGV36b0GLiwEWOqlXTb3LluAXS7lQnrm/qFiyZKmnnN+p3zer1deUTnl69GUU57f85PHLxk1bPtO8t27t0plLPMCwdbyQnnH0eGs9nHRmsYsUwEAgPk+es2E6giAY509UCtnD9aqjpHSj++fUh1BVxrXNKDYjpVVum6vMEgxPKzt4HCdodv/4b3bDN2+UxwcrpPjG9uyWudH92X32H7+xvVZLQ8A6VA4DAAAAABYJFbgVx1hgdmL/iNNcUnmMCRJ0zQpMvnflGt36LoSOgfA3qI5dJiafbkcGW9Mu2wk6BO/l0tamcjlvTzbdZzSCR8AAFV8HNcAhqkoCqqOkJaRgy71ZpduyRQvQ095N1fIh11edFCmMOjL6bpMcyIiXk9m60Uons9IUYFfPBk+prPCgeweW7fO+jLUUKI6AuBYXI0AAAAAABtJ2uWCsc73aPauqpGfP7hdGhMRfTdsIVPdlfLzB7fbZvpwQE+aaPLzB7fL3bu6VEdxPZt8yij3v165Q3UEKES9PIDl8DkKwK04PHIHirIBZ/js9evlpw9sVx0DyMj7LhuTc4aM7awNuBWFwwAAAADgIKvq7DH6el17WdbrzHbiOne0Iad9Wr3o2u/z0G0M7qVNv8bd0r3WqH/mRWuaZKI1YczGsUCmnXkA5O7c0XrVEaAjO37E2zAyABsIB53dLTCXWaIAa+OIAM7j8Whc18hTNOSTgyOcs5rB49Gy7uYMIDPckQQAAAAAB6kvDcsnXrFWdYy0emuLc173rIEaEZmeig0A7MiIcQwTrQm5a1eXPH7JqP4bBwCT/eSBKTlARyHYELezAaRj52nGrT4gW2+fvFa/62tPn9yp27bgInYceQW4xPfv2Sa7+6rltu2dC37uso9KADZH4TAAAAAAwFDbeyp17WCQ67U3rtkBzvCKTW2qI1je9VvaJdu33SPjjYZkcbKjaxolURhQHQMKcPsecIeczh94gwAshZo7d/CddvKzp7/a0P2dNVA793WAmaNcgCuKcK/xllLVESxv04oKERHZ1XvaZ0+KY5B4hGtJ2do3ON1MhpnWAH3RngkAAAAAHMZqN8b+8rxBERFpvPVjum7XYv9MAFnwejR56eXsb75dMtHENIAZOL6pTY5nUWDt9Whyz+5uEbF/ZxQz49+9q1vu3tVt4h5hFTZ/mQAAAOhOm7kYpSm4WvPzV+4wbV+ndw7+6YPbdb/eBQBW8cSx1aojWF5reWHWXeW/fecWg9I412BDnO79gAEYAgcAAAAAWKS6uECiQZ/cctpUW5lScaMonUsmmlRHAFxrfXuZeDSRfYO16ReGadrKC1VHAAAADnHFhhbVEQAAS2gui+i2Las1K0gnHPCqjpAfu4/shTJ9dcVZDSiHfpK8bgHYCIXDAABTcIwMAIA+tAyu0OvxuRv0eeT7926Tbd2V+W9sxnmrp7uE3rdHTXfGVfUlcluOhdAA8lNRFJJfvGqn9NbGVEexBKvcbP34K9aqjgDYkkVewo5mxUFocB+ehdm5ZYpzLVgP9yXMM1solXTQ3AxOOR4JB9w7CfWP7ptSHQFQ4kNXrZHrt7SrjuFqp3+G/MurzOuODwCZonAYAAAArtCU0K+zAoD85HvbpTDgk97amLzunH5d8gDQlxVurk52lEtDadiyne+MKGC4aVtH1uss9ZfqqioSv1f93zBX9k0Op5vScTAWYEdWOD4wgzv+lQDgDk4qggbgTFY59ty5skruPKNLdQzT5HINbjmHRup02xYAZIvCYQAAALhCPBJQHQEwjR6dLPO9sZ/q5kq+t108Hk0+fPWEbOmqyHNLAJyqJBKQL900Ke0VUdVRTHHfnm7pqyvWZVsFAa985rr1umxLBW7tw6recv6gHBqp13Wba9sSum4PAAAgV5nMkAUAcKZHzx2QiyeaVMcwzVWTrcv+brnrUst9Tr7qrF4dEgFAbigcBgAAgCtw6RpQzwpdxigoA7I30hjPankjuzIdW9ds2LZxCu+VQGoUxgAAALOd0VulOkLK8wQnHR2986IROXNVjeoYyMPD+/vkUp2uH7zlvEFdtjPrlqlOXbenSmHQpzqCIz1yMLsZ9oy8fvPo4QEDt+58XDYAYAcUDgMAAACAjSSNmN/eALNFwqNN2RUcArCee/d0677NXN7L3nXRiFQUhXTP4gS5fjTY4xMFsJ5cj8e4cQg4H5+tAIwy1lKqOoJrrG8vk9efk13xHqxl32Ct3L5jhYiIXL+lPa9tDWU5mDqdKza06Lo9Vbb3VKqO4Eh7+q0xaKE6FpKdFhiwAgAwFoXDAAAAcIWTZzPdD5ztrjO65r5uL4/K+asbFKYBgKXtH6yTfYO1csPWjqzWOzRSx41yA1HLCGRuojVhme5aTj7Hocja+rZ0VaiOkNI/XrVGzY6pHAYshc8TBXgfBADLuGWqU9598UjW673jouzXwQw+BwHYCIXDAAAAcIXqYjoUwtlW1sbmvvZ4NLnPgA6h+fJ5p+/YebhztyQeFbhBQcArD+/vk0RhYMHP/d7Ur4BXndUrfi+XsZAenzEw2u07VohmkedZTXGB6ghwsYAvu8/lpMl30Pvrik3d3xxrvD0AcCCbTEDlqHopjTd1R/B6+DvCva7Y0CJr28qyWufQSL20V0QNSuQevPMAsAPuuAAAAChw9WSr6ggAYLrrtrTLRWuaZP9QreooluSkm2twlmxvUGdyc/XMVbVyZLxRDgzVyjlDdfK6A6emgX3t/r5sIyJPTnr/aSwNyzUbjTnWfs+x1YZsF/ZikZphwHaCPq/qCEjhiUtGVUcAoMirzlqZ8bKpzg1nf/WyXSqcM2D2oBcY46I1TaojOBKvDmvI9PT0gb09sm+wVg4M1co7jg7P/fyj10wYEwyu8ejhAUO2e/eurvQLAcgbhcMAAAAKlEWDqiMAcLilOuHduLXd9BzzLyIXhfxy164uigYASMDnkXt2d8tD+/rk1ft6paLo1MwAZw8yuCBTkUB276eFQd+C75e7wZS08c1+TdPk+i36f97t7a+WsZZS3bcLALAu+34aZm+8NaE6AgBFDo3U67q9Aj/XfGAtBVmeNwNOdN7qBnl4f588tK9PNnSUz/28pyYmVbHpa3I0PErNl2H38qIC//TyLpk5bWdvlSHbPcqgD8AU7ninAgAox8hsYKFDI/Vy3KBOaACczSpTY6djk5iWwkMGIFuZnmU9dmRYHr94VN5wsF8q5xVpc5aWmapYSO7d3aM6BgDYmp0HpQAA0pu9pnH7zhVKc8BYXO8DgNTee+lquWdXlwzUF8tt2ztVx7GlD14xrjoC4BoUDgMAACgQ8Hnk2s3md/50Mw9XNeFwej/DGfQDYBbvB9aX7jBnsrNcJtoSUh4NyaXrmhevb1Aup7h6Y6vEwn7VMQBX4X0JAADrOX0Gk6UUhThuhjscHtW3W/dSuBoDM8zOkOrNsKMuUquLh+XImibRNE0uW9+iOo4tDTaUqI4AuAaFwwAAAHCFENPkARARGp0B9vD+y8fkfZeNqY4BALrS8zZsf12xjlsDsJRcXrOUWwBwsrMHa1VHsKXHjg6rjgAD8JkPp/jrC4fkoX29Ul4UVB0FAGAyCocBAAAUoQEuAD1ZrR42EpjuQlMVCylOYh98LsCqtCxvhxWG0nehSme4MS4jTfG8t+N0uXTzKonQAQxwgjWtpaojAI5ntXMsANkrCQdUR3AUt3WjDPn0aUQx2VGuy3YA4HR18XDe2yiPhuTAUJ0OaZytvjT/xxoArIbCYQAAAACwkaRNWuaurI3JIwf75ZVnrlQdxTZs8qeFCyWzKJvRNJF1bQkD02DWa/f3yeau7G9A7+mrSbsMb0cLZVs8DwAAAGs4Mt6oOoJuGGxsvsZERB49PKA6BizK7efNvCVZw7suHlEdwRVu2NIu7710teoYAKA7CocBAAAAAIbY018jkWD+nUf1VHHalGvVdEQGdHXmqhrRdLyj3VER1W1bTnP2YG1OBa2eeV3CZr/qrOJxBjKVz1tcdXGBbjkYcAS7aSkrVB3BFNEcZgNIhWMhID8+r363wlU32+WzX42dvVWqI1iKykGV69vLlO0bsKpEYTD9Qlluq6aY6+Wn27SiQsqjuT0uzYmIzmkAQD/WuoMLAAAAGGjzinL57P/8teoYgCEyuWzPTabposb/89s/yxs++zMREfnQ1ROKE51C9yBYlcr3jvdculp++qs/qgvgUB87PiGRgE98Xo+859hq6ax0VlGSnsXrItl13QZSOTLeKK/51E9Ux7AFvV/HUO915/SrjmCKruoiXbf3HjqbAZbx6OEBueJvv606BgAAhtjaVSFvO39QNnZmP7sVlvf+y8fk57/+fyIi8vkb1svzL72sOBEAnELHYQAAALjGQEOJ6ggAFNM0TbZ2VYqISGdlVMqi+nVlAKB/96F4JCCrm0t13SZEuqtj0jjT8WSspVRKIgHFiQD7KMxjNgWv6laFgEL5vHZUqcphdhK9X+VxPqMBy9C7oziA7LhxXFl9PKw6AlxE0zTZ2l2pa7d+iJQWBmV05tpmc1mhdFbqO9AQAPLBOz4AwBR0OAQAQD03XmBfCo8DAADIVW0JN+8Bt1jTmlAdAQDy9pnr1i37uy/fNGliElhZ1IYDfNxg32Ct6gjL4rYvAAD2R+EwAACAIky9ar4AI6XhAMu9d+h9sVbvrqFIj0ccVkU3WuvqrIqKiEhDaUTX7TLwEzCGnq8tp59OJnkjQh70nFVkRRUdwQBMS9q0TK6tIrrs7+pLjRkQlSjM/304HPDqkASZmp2RJh27HoP21RWrjpAT7iEB1jPSFFcdAQB0Q+UEAAAAXCPo54Iz3OXzN6xf8D31F9bGnwdWVVNcIJs6y1XHwBIOj9TLx45PyPr2MtVRAACAzb3yzJWqIwCwsfn1jW8+vCrv7V080ZT3NpA5J9SndqUY7PO3l4zqvj+us8IoX79tk+oIOM3se+QXbtwgjx0ZVhsGAHRE4TAAAAAAOMBS1/ebywpNz2EHXNgHspeqSxXU0TRNuqtjqmMAgO7orgarcNMzsS5eoDoCAIcI6dC8gWMBZKshRQftwqDPxCRAfipjIdURsIymREQivJ8AcBAKhwEAAAAAi9h1Ck6rOb6pLeNluSUGK+M9AQAA2AXH1QCs6h1HzetS+OTNk/LtO7eYtj8jBmnXFE8PaKiyeBHdd+/eqjqCY7374hHVEZZFbTsAALA7CocBAAAAADBIJJB/lx0AztNaHlEdAQAAAIDJzJzJpS4elngkYNr+9Da/JnNrV4WyHJmIFfjlrIEa1TEcKRryz329c2VVymUp5AUAAMgOhcMAAAAAYCNJI1q4AABM1VoelbcfGcp4+ZYyswuN+awBAMBtONUEUtPjNTLbQRfpzX+4L1nbrCzHfN+7Z/nOwg+d3StbLF7grAcVtbnfu2erfPOOzbJ/qE7B3gE4wQ/v3aY6AgBYEoXDAAAAcI1VdcWqIwCGqYuHVUdAnjRaowCuUhzOvPtXUYE//UIALC+pY1H+mpaEbtuyIo6KkA89619391fruDUAcC4jL2kst+0dKyuN2+kSikLLn5f5vJ6Uv7c6qx57aTL9uJdFgxksa9V/xSlVsZDqCIArRYI+1REAwJIoHAYAAIBr9NTEVEcADLFzZZVUFHHhOVPU5wIAALsbb3Vu4fDPHtwuHg8HbLCGC8YaVEcwDedJAPRi1mxZ12/pMGU/sAmTP8dyeZpTOAzYEzNzAHCqvAqHNU17WtO072ua9s+apj0187O4pmmf0TTtZzP/L9EnKgDAzta1lamOAACAIyzVldbvzezKONe3zJfNzfddfVXGBQHyZIfOPXZj5ZsO5QxGAaDIRGtC/F76ncA6sj0GovgWAPQx/+10uXMnq73n6jm7hOms9mDmwP7/AnvZ2ct1TEAvtSUFqiMAcCk9rsBNJpPJ/mQyOTTz/a0i8rlkMtkmIp+b+R4A4HIra+nyCQCAalYuUjOTmY9DNvva2FlhXBAgT7a+AYqsFYX88oUbN6iOAcBl1rYl5PFLRlXHgAFW1RerjmB5h0frVUcA4AJPn9xpyn44e7QfJxTdLtVswW0+cPmYKft5+uROmewoN2VfgBt85ZaNqiMAcCkjhu7vEZF3znz9ThHZa8A+AAAAAAAzuDAOAPbDWzfgPkGfV3UEABbFYQGgv7VtCdURLOPGre2LfnbWQI2CJLlZ7tzJDu+dkx3Omo3TytcgDw7XqY4AAABgK/kWDidF5NOapn1L07RLZ35WkUwm/2Pm6/8UEVomAQAAAAAAOMAtU52qIwCAbXk9mRda3LBlcYGPGS5b36xkv7CnQyMU6ACwrndfbK0u9peuU/cZe/XGtkXdhl93oF9RGud7eH/f3NePHR1RmMRd1rSmHizwD1eOm5TEWapiIXnDObxfAADgRPkWDk8kk8kBEdkuIldpmrZu/i+TyWRSlpmNRNO0SzVNe0rTtKd+85vf5BkDAAAAsI5oyKc6ArDIhWMNqiMAcAELNx9ClqpiobTLvPLMlSYkAeAWVu5gh6UlM5yL/vimNmODQBcra2KqIwDAHDseFlw41igiIhNpCliROTs+DwAgF1PdlSl/v77dWR3sAVhDXoXDyWTy32b+/2sR+QcRGRGRX2maViUiMvP/Xy+z7tuSyeRQMpkcKivjDc6N1vHBBgAAHGq4Ma46Alwg2+Ppe/f0SHLpcZ0AACwS8nvl8zesT7nM4dF6k9IAMA2HizDAZEd5xsvWx8MGJjGeJvatcCoOB2R1M9czAOQv04ElTtNXVyxPn9wplRkMwgQAYL63nD+Y8vfvvIgO9gD0l3PhsKZpEU3TorNfi8hWEfmBiHxYRC6cWexCEflQviEBAAAAANOSM3dfcrkdnc2Nm5unOnPYA07n0ntlcKBzRxqkOhaSvauqZW9/teo4juDWm+kAMkN3NbiV1Z77ZuXhsABAOtm8TxwZbzQqBhzK7M/fRGEgo+Wcdt5s5AwbjaVh6aouMmz7MNdIU1we3t8njxzsVx0FAOBg+XQcrhCRr2ia9l0R+YaIfCyZTH5SRE6KyBZN034mIptnvgcAAAAswcyp4s7orTJtX4DeBupLVEcwjNWKEQA7qC8Ny/+4bZNUxQrktQe4aQEAAAAAVnXP7m7VEUzhsJpSW9DrklpRgV+nLWHWF2+alHDApzoGdPK+y8Zk32Ct7OmvUR0FAOBgORcOJ5PJXySTyb6Z/7qTyeSDMz//72QyuSmZTLYlk8nNyWTyt/rFhZMknTZEEAAAONorz1wpH71mYu77EztXyKXrmnXb/rG1TbptC+6Qy9E0R+DTzDwVoUYZgB4e2NujZL9GdkMCYFEKX/ZcL4aI9ToLWi0PAHWMfDu4aVuHgVs3y/yDiPwfrXNHG+SNh1bJxs5yqYoV5L09s+0frJW3nDegOkbG7HLm98jBfjlvdb3qGK7RVxuTNx1aJZu7KmS0Ka46DmCKe3Z1LfoZl8cAOFU+HYcBAAAA2zswVJvRcodG6qSnJjb3/SVrm+X2HSt0yzFuYidk2NtSRVxctwIA5zo4XCfd1bH0CwIAAACwpZEMCvLcdO3n+i3tUhYNymBDibz9yLB4Pfb7179mf59M9dhnNjqzB43murc9/TXywN6VumbB8v76wmEZaoxLYdAnf3fZmOo4gCmOrKHJDwD3oHAYAABAocvXt8jfXzmuOoarnDx7pewfzKxYOBPzO0cMN5bIWQM1sq27IuVygB5y6ch2CZ2tARjslqlO1RFsww7dSuj+CVjTZEeZ6giAiNjjs8xs9+zuVh0hL6/Z15fxAGsAWOjUuQOnEXAHnuhQ67Ejw6ojAABsjsJhAAAAhW7d3ikD9SWqY7hKbUlYXrO/b+57r2fhIfEvXrlj7usCv1eePrlTnj65c9muC1M9VbK7r1pERC5a0ySvO9AvBQGfiIj4ZrphBH0eW3WYgHMVhfxyjOJhU3ELAU60XI1QrMAvZdGgqVlgLN7DAGvau6rGuI3zwkcWjCgMS9r8SVgZC6mOkJe6eFge2teXfkFAsa1diwftwzkYl4JZDFJKjfdCd5vsLFcdwTUYEAPAqXyqAwAAAAAqvPX8Qbn1g9+TW6c65YPf/qU8/+LL0lsbE49Hk48fXysH3vo1+eAVi7tBv2Zfr5QXLbwRePeuLimLBmXLzIW67T2VctGaJrlmY6u0VURl0wou4ECd+/Z0y4qqItUxAACnyfamw927uuTej/zImDAAbMXsqaQBN+PlBsBpTuxcISNNcdUxdGHWW/QjB/slEnB2WUWmj6Ven4sqavCsUPfHrD6APbzn2Go59FdfVx0DAAzn7CNcAAAAYBnbuitlW3eliIhsaC+TT//oV3LlhlYREemqLpIf3LttyfX2D9Ut+llpYVDuPKNr7nu/1yN37Zr+/qrJVr2jA1m5YKxxwfdcnwaQr+XeRiisMdbRNU2mFw7zmQGoE/R5l/2dUwsOKIi2H4c+FZXgsQSsz8jP39lZy8xwydpmg7as37/Bam+Je/oNnO3BIqz2mMMaODyHW421lKqOAACm8KRfBAAAAIAeHj08oDoCAACAK9y/t0d1BCAvF4w3qI4ApJVMU2b0l+cOyN9dutqkNM4TDdH7B3CL/rritMtYpbDzapokOJJe9aFTM4063MHZVbUndq6QRGFQdQwAwWO+KwAAIABJREFUNvBezvkA26JwGAAAAK5XHPaLiEjIb+zh8c7eKkO3D2QiGvKrjgAAgOHOX03RJewtVcdhwC62r6yS0Wa6dWViqY5+e13Q4RLIldO6YNqp6/72lekLQ80qcrZKMbUT6PUU7KyK6rMhZCRWYNx1XuO6kwNwmtWc8wG2xXBlAAAAm3LX6H1j3bWrW1ZUFcn69jLVUYC08p0a8/INzfL6z/5UpzQAAGfjVjwAYHl5npqYtk0AAKAPOxW5G0/9Qcvdu7vl/d/6pWn7+4crx+VPz71k2v4AAICx6DgMAABgU14PF+n0Uhj0ydE1TaZc+CyPMr0XDJDFUzfo88rZA7XGZQHgeByBwG2K6NYPmCLfAXIwn1X/YjXFBbpti/ooALMomEytvOjUNU8+0u1H0+lMX6/tGMEKyfR8H9nUWS6FQXP7BK6qL5GJtoSp+wTgLnqeywFIj8JhAAAAwEQfvnpiwfchP4fkyA43qgCo5vFosrWrQnUMmIAb/iIP7euVM3qrVMcATMPLHqrpcbrzNxcO5b+RGUGfV7dtOdnnblivOgJcRsVxKgNclndkvFHu3NmlOgYcaLlC5EMj9XNf/+NVa+Sj10wsuZwbfPb6dfLeS1dntOy5o/XpF4LlfPz4WtURAFOsaS2Vv79yXHUMwFWoUgAAAABMVBkLyfr2srnvR5tKFaaBU2Q7CjtJSQiAPG2mcNgV+LQQOTBUx6AdAFiGETV0emyztNB+M/3YvR6xpaxQdQQACp01UCMFgVMDLaIhc7ugwn0G6ovnvu6vK5aemljadWz+UbtIXTwsIiKt5VFZ3ZzZPYat3ZVGRoJBuqqLVEcATLGps0IqikKqYwCuQuEwAAAAANjY9p5KOb6pLe/tfOradTqkwensXgAAAAAALIcBiQBgHqsMZcvkOseKqiJ5+xH9ur+LiBzf2Krr9nAanZ5gZh0buH1w541b2+W2HZ15bWNDR9mSP++vK5Yv3bQhr20DAAB7oHAYAAAAMFlHZXTR16WRgKo4sLlt3ZXi92Z5arfENfz5z0unm+1801VFtwYgZ9QJmaYpEVG278IgncIAKyqP0oEHAAC7qZ/pDporu9VJbuzUd5aawcb4op/Z7CGBw6hsFrBpRYUEfd70C6Yw1FCy5M9X1sSkoVTddQhApQJ/fq8rALAbrv4DAAAAJrtpW4c0lkZkY2e5lBYGZFNnufTWFqdfEZiHTra5q4uH5QOXj2U0jSEAqLSlq0KOrW1Wtv/q4gK5e1eX3PuRHynLAGChRw72y1hLZlMR54ICHGSFcxIAyMiJnSvk3NH6lMtMdpTJF37ym2V/r1nkU9puBczIDH9WABD58s2TSvf/xRs3yIaHv6g0AwB3oXAYAAAAMJnf65HD824WjDYbd+MfzpfLDRvu74sMLdGpBgDMlChMP9vAWHOpeDxqb+EO1C/dhQiAGnv6a1RHMIzbp5y2IyPOKxggeYqbZoUBnG68JZH2c64yVpDy9w2l+XUsdiI+MpyvOOxXHcF1OP6Am5VFg0v+PGbSe1GjwlnHALgThcMAAAAAAADIG+Ve2cln6s+v3bZRxyQAMvXUic2qIwBwkXTdSQGYK58i1WRGa6deZk1rIo8E9pdkZImzZPjnrIunLpgfalA30NWJY94+es2EdFcXqY4BGCIa9Mkfn3sx6/U+ee1aqSlOPbgHAOzKozoAAAAAACBzszdKZi9Oc98EgBIOvEFmJ1VpupHpyYk3Q4FcJQqX7j7kJCoPLSkIQjaiIef3xaELNwDAbjQdLxZs6Chb9nfNZdMDcfeucu5sHKkYdYjQUxPj+AOOVVUcymm9zkqK6QE4F4XDUIbrwAAAAAAA2BTn9AAAuB7F3nrisQSyYbe6Nj2LKQE9fOP2TQu+t+Jr6i3nDS77u4H6EvnSTRvozp/Grds7VUcAgIxxRgSYj8JhAAAAALCR2a4Ps/forXhhH9nrqaFzAQBroiYMALAcIz4iCgJeA7ZqP7OdFAEgWyE/t/+RXlnUmJk0kjoeHYT8qY8JGkojeXXHLQn7c15XJLdz5Y2d5XntM1tVscUdVmMF+f27AQCAczh/LicAAAAAwAJ0BrOeB/euVB0BAAAAgDILC5/+/opxRTkA2NX379kqL72clKCPARjInuldsS3QCOFrt21Kv5CO3nfZmAw3lpi6z6X80+2b5KWXk/LYV/9FdRTAVNwSsT4LfDQArsOQQwAAAADAAmvbEqojOEamnVa8Hi6Lwf7y6fSDzLVXFKqOAACAiBhz8/2Fl17Wf6M2ROEfkJqK4p/WsoXH4WcN1JgfIoVoyC/F4YCSzu2mF50ib5y/p+9orLd4xG+Jxz3k90okSH9BIJ39g7WqIwCA4SgchlK1JQWqIwAAYF/qrzEBsKl099fecXTElBwAgOz87MHt8olXrFMdAwAAEUl/XpGLApOLeAAgU3XxsFy5oWXu+4f39SlMYz/37enWfZtcHgf089MHtquOAFjKq8/u5XUBwPEoHIZSHguMqgMAAADsKNNOttnoqiqS8miQ7rcAYFF+r8f09+i6eNjU/QEAsBxOUwCoFvCdurXu4U0pK35v5mUJ69rLMlqOWef1Y/ote/54SiRTtGuf//4GYPpzXsXrIh4JmL5PAO7Fpz8AAAAAQEREPv6KtfKNOzarjgEAsJB4JCBvO39QdQwAJklVTGA0K0zdjOyofL44D48loKenT+5UHQGS29/hkYP90l9XbEAawFwXrWnSZTvvODq86GccggHO9e07t6iOAMBFKBwGAAAAAJc5Z6hOdQTX0Jg4Ey5C8ZBz9XHjHrCEqyZb0i9kY3yO2I/Zf7FbpjpN3qM6dqqjPzBUqzoCsMDatoTqCI621HWOVO9Zu/uqpS5eYGAi6OGCsUZdtrOlq0KX7RhB70PNswbM+fzLNnamn8ub5/2tjow3ZrkXAEaqKeZzE4A5KBwGAAAAAJcZb03Inv5q1TFcIUnnMAAOUFEUkqdP7qRzG6BQPBKQm7a5p2gSWMpl651dPG9XD+3rUx0BWODdF4+qjoB53nholTx588a0y+3qS32diqsrxprqqdRlO93VMV22YwcjTXH58k2TSvadqlj/oX19aV9PIiKdlUVz5/n37O7WMR1gTXYamPfVWzfK0yd3is9jo9AAbInCYSgT8nukwO9VHQMAAACwlTvPWCHhgFeOb2wTEZGx5lLFiQBgGlPM66OtvFB1BAAuxns5skIVFwCXy7QjYENp2OAkajFpAADAjnaurJLOyqjqGACgDIXDUOavLxyWd188ojoGAAAAYCtnrqqVH903JaPNpfL0yZ1SXhRSHQkAoKPPXL+eaUIBALZgxOwaFJ8ByIRVxrlcMNaQdplLJpokEvSZkAYAUmOQINxsqfOM67e2yyevXWd+GACwCAqHAQAAAABQrJUOo7AZIwqFcMoFYw1SHg3Kzt4q1VEAKHTNxlbVEYCcbewsN2S7l69vkf2DtYZs20oCXm7fAXawu7867TLnrk5fXAyRK9a3SGVRSNa2lS35e8odneXePd2m75OaWQDL6asrltcd6FMdAwBMx/BGAAAAAAAUC/m9qiMAsJDmskL5xh2bVccAoNgNWzvkTZ//ueoYwLJSdQd++5FhQ/Z56/ZOERH55A//c8nfbzKoYNlsHg/VTYAVnf6+VxUrSLl8WTQoTYlITtu2qqUGkepRkNlVXSRfv31T/huCLSxXIA4AKnzoqjWqIyyJAQ8AjMaQZQAAAAAADGKXG38AAMCaXrt/uuvRo4cHTNlfkoMXZMHMp8v5Cjt2csMeQCp/c+GQ6giucPpHTkNpWOrjYSVZgFmZzsa0ti0hDaWZDSI4HYchAADAKHQchloc6QIAAAAA4Aic4gOA/s4erJWzB2tVxwCUu39vj7J93zLVKSc/8WPT9tdZGTVtXwCys9RAgk0rKswP4nLvumhE1rXTsRbZUTk+7t0Xj6rbOYBlWf1aJuN6ARiNjsMAAAAAABiE7mRwKs3yl9YBAKpdOKauQyzMcffuLt23mWnnPgDuZrVCmlumOvPexuz1g66qorkZB9zi+i3tqiMAlmWxtzsAAOAgFA5DLY50AQAAAAAAAMBx7t2jrkMszFEVK1AdAYBLnX57MRzwKskx6/BovW7bOm91gyNnG0hV7H18U5t5QQAAAACIiIhPdQAAAAAAAADYC90AAQCASmbOfWC1zqYA4HbM7uRsH7h8TL73y9+rjpERFbMxXb6+RToqoqbvFwAAOA+FwwAAADYV8qntpAEASI8iAwAAACBzHD8DyATvFe7j95yaSJm/v7MNNcZlqDGuOoZl3bq9U3UEAADgEBQOAwAA2NRdu7pURwAAAAAAAAAAV9OjA26qYtg3nNOf/w50oqLDqojIeEupkv1isZU1Mfn+v9mjI7Bqj188Kn9+/kXVMQDYFB32ARiNwmEAAACbihX4VUcAAACYw8VsALA/vTr4eT18KCA3JZGA6ghK0D0TyE5xeOnrosv93E6WOq/au6rG/CBZ8Hs9aZfJ93zR49FkojUhX/n5f3HuqZhdH/+gL/3zNFtJSf0BPtGW0H2fmYgVTJcBhfzMWgnYmdvOEcIB3rMAs+l/dATY0NE1jdJZGTV9v1dNtkjcJhdCd/dVy0B9cU7rBnyenD/knXCRx8lqigtURwAAAAAAKPDJa9eqjmC4vzx3QHUEwJau2NAin7luneoYsKm/4L3XEurjYdURgJTuPm0mNk1EXn9On3z4qgk1gZZh0/rKrNy/t0c6MrjH6rbiJ1hPd3WR6gimuW37Cjmxc4VsWVGhOgoAHbzp0CrVEQx3x44Vsm+wVnUMwHUoHIZaFjljPjRSL2XRoOn7vXCsUYpt0i2ysTSc84jm4xtb5ZqNbTmte+PWDrl0XXNO68JYB4frFl2cAwAA9mGRQ3HHYyAcnKooxHPb7TornX/TdfvKKtURANPp0UHulqlOaS4rzH9DcKVEofnX6QHYT3SJ85EzV9VKfSlF72Y7f3WDaftK190VSEWza6vkHESCPrlkbbN4mAUESMku7wtTPZWqIxju2Lpm8WUwgwEAffGqg1oOOL+7dnObO0bfKzpoyme3Z/RWyeYcR1LuH6yVyY6yrNapjoXk9h2dOe0vH11VRXLJRFNO6441l8pfnDsgrz+nTyqLQjonAwAAwMHhetURAENM9VTKQ2f3qo4BpHTXGQx2BVR72/mDct5qjocAALl5ows67CF7GsPhdfHUic2qIzjSypqY6ggLfPLatRLyUxZkd49fPCpNiYjqGMCyvnzTpOoIAHLAEQKQp3OG66SowJfTun5GzBhqS1eFVBTl1qHiwHBd1l2oI0GfnDNk/o2QeCQgB0fqclq3tDAgO1ZWyZmraiUS9Ga1blWsIKd9AgAAuImXzh5wKE3T5MDwwvMQukvCata0JlRHAFxva3dlxoPV69zQnAEAkJVyBbOFppI0oSGSGfsARHLv8s+VrtT29Ffrur1YnrMXd1YWyXBjXKc0UGWiLSGNdNWHhTHrA2BPVC3CUi5a0ySbV5TntO6VG1pkqKFE50TLG2mMy2NHh3MqnhxvKZV3XTQiJZFA1utu6CiTC8Zym/Znb3+1PHFsVN5y3qAEsixadstJYKIwIG87fzDnE6hY2C/vumhERrJcv628UN5+ZEgeOzosvbXZj0RtLY/K31w4JC1l2Y00zHX6jbecNyBXTbbktC4AAAAA53nXRSPyV+cPqY4BALCgTAug6BIO2MeTN0/KfXu66SwG6Mgms6UrRVF17ug4a18D9ebVP8Aebt3eKZ+6dp3qGAAAB+AIEZYy0VYqxeHsi2lFRNa1l8lgY+4Hzu0V0ayWj4Z8MtkxXeTcWVmU1bpFIb+say8TEZEV1dmtGw8Hch6pWFoYlPGWhEz1VMpgDkXWuXaYrSkpkJqS3NbNtCPJUsqiQWksza6QNujzytbuypz2t6Jq+m+5rr1MirIc/RkO+mRjZ4VMdpRLYTC7Dtat5dNdvTatqJBIluvmOqXJVE+V+LweSVhstD8AAMgc91oA6Glde5nEwvl1wQH0luTTDrCVkD+72bBgXVWx3K/pWlGu17az0Wizqafr4mG5YKyRzmJwneWKe/0ebrmbiSLr7LUwQ5AhCgIcv8J87RWF0lGZXW0L7KmvrlhE3NPkD4D5OIuBo9y4tUOeODaa07q3THXKe46tzmndB/b2yPsuG0u5zKevWyd371rcNePhfX3y/stTr7uAJjLYEJcnjo1KNMsi0fnedsGg/P2V45nvVhPZvKJcHr84s8f3I1dPyHfu3CKPXzwqe/trZFdvVcbrznr84lHZtKIiq3VERKJBnzxxyaiMtyTk4okmefziUXnqxGb52PGJrLeVqfdfPiavPrvXsO0v5z3HVsvtO1bktO4Tl4zK8Y2tee1/oL5Enjg2mvN0RgAAAG4Q4SYCAAf5/A3r5cmb6S4IOBWd/KCHj15j3HVYFXb1Vsn9e3sM3cextc2Gbh+AsQoCXlndnNtMlrOc/hnMoD7n4C95Snk0JB+Yd5+fLrAA9PTY0WH5hyvHxZflbOIAkCneXWA5s11bs5UoDIjf65HxlkTW6xaF/BLweWSspTTjdbprYnNfh/xeGWlKfUGgvSIqq2amEuma12W4IOCV4cbsLyaMtyRkvDXzvCILRyJFQ/6spjZpLisUTdNkoi0hazLY78ramJREAjLRlhBN0+bWXTnvcUtldXNcJtqm/5azHXUzNdZSKuOt0+t6PNP7TRQGpbs6/b7nd2LOppP0cGN8wajSnprsnserZkaLiYj01hanWHKhsZZSCfhOvZXP3046462JBQeZuXShFpl+Lvq9jHMDAAAAADdoLiuUujjdBQE3GWvO7hokUOqwJgOapslEa/b3HbLh9XB9FViKnV4Zq7K455YK3XSXN3v/jGY2sJKhmfv8Xo9m2S6wvbXT98jLmUkWLpZrLYRKRSG/bscXALCU3NuVAga5aE2jDDeWyO43fzWj5VvKIvLIwVXSWp79gXh3dZE8vL9PKudNnfatE5vlmRdekudefFne/bX/Le/4H0/P/e7JmyclHPDKf/z+2ZwKnPvriuWj10wsue43bt8kf3r+JZl8+IsZb++Rg6vkf//3n2XbG74sItNdjV/9iR/L537866yzLeVzN6yX8mhQ/uW//rSg4Pdt5w/Jv//uGdny+i9nvc0njo3Kr//4nGx67ZeWXeaz16+Tqtip6d/2D9ZKZ2VUGhMR+a8/PicbU6z76evWSV1JbjcwP3ntWmksPTUl3NE1jTLUWCL18bD8/pkXZP1rvpjxtq7Z2CabV1TIGW/6StplP3Z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      "text/plain": [
       "<Figure size 3600x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "A1 = 1\n",
    "f1 = 0.1\n",
    "A2 = 2\n",
    "f2 = 0.2\n",
    "Fmax = 3000\n",
    "wa = 3500\n",
    "\n",
    "F, x_t = wavfile.read('/test.wav')\n",
    "\n",
    "with contextlib.closing(wave.open('/test.wav','r')) as f:\n",
    "    frames = f.getnframes()\n",
    "    rate = f.getframerate()\n",
    "    T = frames / float(rate)\n",
    "    print(\"T: \", T)\n",
    "\n",
    "N = len(x_t)\n",
    "\n",
    "x_t_2 = copy.deepcopy(x_t)\n",
    "plt.figure(figsize=(50, 10))\n",
    "plt.plot(range(N), x_t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "executionInfo": {
     "elapsed": 3242,
     "status": "ok",
     "timestamp": 1609243470433,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "TY0UtTAX2ZlB"
   },
   "outputs": [],
   "source": [
    "times = [i / F for i in range(N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 292
    },
    "executionInfo": {
     "elapsed": 3220,
     "status": "ok",
     "timestamp": 1609243470437,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "To1-uJ50HKRu",
    "outputId": "dc6880e3-d5f1-4e77-8018-f5d10ec72da7"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb259708518>]"
      ]
     },
     "execution_count": 173,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfp_x = np.fft.fft(x_t)\n",
    "fk = np.fft.fftfreq(len(dfp_x), d=1/Fmax)\n",
    "plt.figure(figsize=(50, 10))\n",
    "plt.plot(fk, abs(dfp_x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {
    "executionInfo": {
     "elapsed": 3211,
     "status": "ok",
     "timestamp": 1609243470439,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "CA48V5pBkhwt"
   },
   "outputs": [],
   "source": [
    "# band-pass на частотах 300-3000 Гц\n",
    "\n",
    "f1 = 300\n",
    "f2 = 3000\n",
    "\n",
    "h_pre = firwin(1111, [f1, f2], fs=F, pass_zero=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "executionInfo": {
     "elapsed": 3725,
     "status": "ok",
     "timestamp": 1609243470962,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "MkZj4RaNkxf5"
   },
   "outputs": [],
   "source": [
    "x_t = np.convolve(x_t, h_pre, mode=\"same\")\n",
    "x_t_2 = np.convolve(x_t_2, h_pre, mode=\"same\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "executionInfo": {
     "elapsed": 3712,
     "status": "ok",
     "timestamp": 1609243470963,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "GHWvfRvZHx1V"
   },
   "outputs": [],
   "source": [
    "Nf = 151\n",
    "delay = int((Nf-2) / 2)\n",
    "\n",
    "x_t_2_delay = [0 if i < delay else x_t_2[i - delay] for i in range(N)]\n",
    "\n",
    "h_rem = -remez(numtaps=Nf, bands=[300, F / 2 - 300], desired=[1], type='hilbert', fs=F)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "executionInfo": {
     "elapsed": 3705,
     "status": "ok",
     "timestamp": 1609243470965,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "OwjNSceeIjcB"
   },
   "outputs": [],
   "source": [
    "x_hilb = np.convolve(x_t, h_rem, mode=\"same\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "executionInfo": {
     "elapsed": 3701,
     "status": "ok",
     "timestamp": 1609243470969,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "hul6MPlbIx1P"
   },
   "outputs": [],
   "source": [
    "x_1_filt = [-x_hilb[t] * math.sin(2 * math.pi * times[t] * wa) for t in range(N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "executionInfo": {
     "elapsed": 6187,
     "status": "ok",
     "timestamp": 1609243473463,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "cDLo_VSNJIMo",
    "outputId": "ffdde361-8f5e-46c9-c867-be4feb079cf9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb256b5ce48>]"
      ]
     },
     "execution_count": 179,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(50, 10))\n",
    "plt.plot(range(N), x_1_filt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "executionInfo": {
     "elapsed": 6175,
     "status": "ok",
     "timestamp": 1609243473465,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "ZbxsI3PVKI18"
   },
   "outputs": [],
   "source": [
    "x_2_filt = [-x_t_2_delay[t] * math.cos(2 * math.pi * times[t] * wa) for t in range(N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {
    "executionInfo": {
     "elapsed": 6167,
     "status": "ok",
     "timestamp": 1609243473470,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "xLgT1SjuKXHB"
   },
   "outputs": [],
   "source": [
    "y_res = [x_1_filt[t] + x_2_filt[t] for t in range(N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "executionInfo": {
     "elapsed": 10055,
     "status": "ok",
     "timestamp": 1609243477364,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "z58eSr0yKwDp",
    "outputId": "3627fcc8-3a8e-45db-9448-f58506e49c76"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb257d65dd8>]"
      ]
     },
     "execution_count": 182,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(50, 10))\n",
    "plt.plot(range(N), x_t)\n",
    "plt.plot(range(N), y_res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "executionInfo": {
     "elapsed": 10064,
     "status": "ok",
     "timestamp": 1609243477380,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "RD7P8VEAsBS6"
   },
   "outputs": [],
   "source": [
    "y_res_rec = np.float32(y_res)\n",
    "max_y = max(abs(y_res_rec))\n",
    "y_res_rec /= max_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {
    "executionInfo": {
     "elapsed": 10074,
     "status": "ok",
     "timestamp": 1609243477396,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "3G6jNAtdomRa"
   },
   "outputs": [],
   "source": [
    "wavfile.write('/test_encoded.wav', F, np.array(y_res_rec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {
    "executionInfo": {
     "elapsed": 10071,
     "status": "ok",
     "timestamp": 1609243477403,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "pIQkdpas6Bkg"
   },
   "outputs": [],
   "source": [
    "# декодирование\n",
    "y_res_2 = copy.deepcopy(y_res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "executionInfo": {
     "elapsed": 10067,
     "status": "ok",
     "timestamp": 1609243477405,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "bspDF_ts4_Db"
   },
   "outputs": [],
   "source": [
    "f1_decode = 500\n",
    "f2_decode = 3200\n",
    "\n",
    "h_band_decode = firwin(1111, [f1_decode, f2_decode], fs=F, pass_zero=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "executionInfo": {
     "elapsed": 10065,
     "status": "ok",
     "timestamp": 1609243477407,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "EbKcVSJm5ORh"
   },
   "outputs": [],
   "source": [
    "y_pre_decode = np.convolve(y_res, h_band_decode, mode=\"same\")\n",
    "y_pre_decode_2 = np.convolve(y_res_2, h_band_decode, mode=\"same\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {
    "executionInfo": {
     "elapsed": 10054,
     "status": "ok",
     "timestamp": 1609243477409,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "X2LAtbTm6O6q"
   },
   "outputs": [],
   "source": [
    "Nf = 11\n",
    "delay = int((Nf-2) / 2)\n",
    "\n",
    "y_pre_decode_2_delay = [0 if i < delay else y_pre_decode_2[i - delay] for i in range(N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "executionInfo": {
     "elapsed": 10040,
     "status": "ok",
     "timestamp": 1609243477411,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "gtstMSL-5XO0"
   },
   "outputs": [],
   "source": [
    "h_rem_decode = -remez(numtaps=Nf, bands=[500, F / 2 - 500], desired=[1], type='hilbert', fs=F)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {
    "executionInfo": {
     "elapsed": 10024,
     "status": "ok",
     "timestamp": 1609243477413,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "fnnOrgta5c56"
   },
   "outputs": [],
   "source": [
    "y_dec_hilb = np.convolve(y_pre_decode, h_rem_decode, mode=\"same\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "executionInfo": {
     "elapsed": 10310,
     "status": "ok",
     "timestamp": 1609243477720,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "uKsGYzrH6wB6"
   },
   "outputs": [],
   "source": [
    "y_1_filt = [-y_dec_hilb[t] * math.sin(2 * math.pi * times[t] * wa) for t in range(N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "executionInfo": {
     "elapsed": 10303,
     "status": "ok",
     "timestamp": 1609243477726,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "dsZWjOpS6wB-"
   },
   "outputs": [],
   "source": [
    "y_2_filt = [-y_pre_decode_2_delay[t] * math.cos(2 * math.pi * times[t] * wa) for t in range(N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {
    "executionInfo": {
     "elapsed": 10295,
     "status": "ok",
     "timestamp": 1609243477728,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "b3rvDEV26wB_"
   },
   "outputs": [],
   "source": [
    "y_res_dec = [y_1_filt[t] + y_2_filt[t] for t in range(N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "executionInfo": {
     "elapsed": 12626,
     "status": "ok",
     "timestamp": 1609243480066,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "R9foLzeO6wCB",
    "outputId": "487b52f6-8f5a-4bbe-fc53-28535a4df5c4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb256d286d8>]"
      ]
     },
     "execution_count": 194,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(50, 10))\n",
    "plt.plot(range(N), x_t)\n",
    "plt.plot(range(N), y_res_dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "executionInfo": {
     "elapsed": 12635,
     "status": "ok",
     "timestamp": 1609243480080,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "MCe9QHvV36fn"
   },
   "outputs": [],
   "source": [
    "y_dec_normed = np.float32(y_res_dec)\n",
    "max_y_dec = max(abs(y_dec_normed))\n",
    "y_dec_normed /= max_y_dec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {
    "executionInfo": {
     "elapsed": 12636,
     "status": "ok",
     "timestamp": 1609243480087,
     "user": {
      "displayName": "Евгений Паренченков",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gh7DVvrIdQdBFvJoXN33oycAxQM5tVM2gEysOK-=s64",
      "userId": "07404199301160036105"
     },
     "user_tz": -180
    },
    "id": "QdqPH8rVqAqp"
   },
   "outputs": [],
   "source": [
    "wavfile.write('/test_decoded.wav', F, np.array(y_dec_normed))"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "lab3_4.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
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 },
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